diff --git a/.gitattributes b/.gitattributes
index 16ac62253471e6affcb196b1ece21f37be5959d7..fe6c3abe62df40c4ece9467c2b49643ee7b3cee7 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -55,3 +55,6 @@ experiments/exp3_invariants/fpr_tpr.png filter=lfs diff=lfs merge=lfs -text
 experiments/gpu/results/exp1/acc_vs_length_tmax32.png filter=lfs diff=lfs merge=lfs -text
 experiments/gpu/results/exp1/curriculum_A_vs_B.png filter=lfs diff=lfs merge=lfs -text
 experiments/gpu/results/memprec/error_curves.png filter=lfs diff=lfs merge=lfs -text
+experiments/gpu/results/memprec/samples_vs_log_eps.png filter=lfs diff=lfs merge=lfs -text
+experiments/results/exp4/accuracy_by_depth.png filter=lfs diff=lfs merge=lfs -text
+experiments/results/exp4/curr/accuracy_by_depth.png filter=lfs diff=lfs merge=lfs -text
diff --git a/experiments/gpu/results/memprec/raw/memprec_d64.json b/experiments/gpu/results/memprec/raw/memprec_d64.json
new file mode 100644
index 0000000000000000000000000000000000000000..4ec111481f0a9ec6a4394d79c853f8a581f6d778
--- /dev/null
+++ b/experiments/gpu/results/memprec/raw/memprec_d64.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/experiments/gpu/results/memprec/raw/nvidia-smi.txt b/experiments/gpu/results/memprec/raw/nvidia-smi.txt
new file mode 100644
index 0000000000000000000000000000000000000000..7ced85b3e822ca96d8a897cd32c967b1eef94494
--- /dev/null
+++ b/experiments/gpu/results/memprec/raw/nvidia-smi.txt
@@ -0,0 +1,20 @@
+Fri Oct  9 13:26:32 2026       
++-----------------------------------------------------------------------------------------+
+| NVIDIA-SMI 580.178.04             Driver Version: 580.178.04     CUDA Version: 13.0     |
++-----------------------------------------+------------------------+----------------------+
+| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
+| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
+|                                         |                        |               MIG M. |
+|=========================================+========================+======================|
+|   0  NVIDIA A10G                    On  |   00000000:00:1B.0 Off |                    0 |
+|  0%   25C    P8             24W /  300W |       0MiB /  23028MiB |      0%      Default |
+|                                         |                        |                  N/A |
++-----------------------------------------+------------------------+----------------------+
+
++-----------------------------------------------------------------------------------------+
+| Processes:                                                                              |
+|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
+|        ID   ID                                                               Usage      |
+|=========================================================================================|
+|  No running processes found                                                             |
++-----------------------------------------------------------------------------------------+
diff --git a/experiments/gpu/results/memprec/samples_vs_log_eps.png b/experiments/gpu/results/memprec/samples_vs_log_eps.png
new file mode 100644
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--- /dev/null
+++ b/experiments/gpu/results/memprec/samples_vs_log_eps.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8c32c44efc52583578e80c27d6a3976831598daaf8c672a6bfe1b17706b46187
+size 165816
diff --git a/experiments/gpu/results/memprec/slope_vs_beta.png b/experiments/gpu/results/memprec/slope_vs_beta.png
new file mode 100644
index 0000000000000000000000000000000000000000..e6c3fb2bce531754d38aa093b135b23273664707
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diff --git a/experiments/gpu/results/memprec/summary.md b/experiments/gpu/results/memprec/summary.md
new file mode 100644
index 0000000000000000000000000000000000000000..40e82354dc9f8c2e3a1821ca5d52d253dabc10c3
--- /dev/null
+++ b/experiments/gpu/results/memprec/summary.md
@@ -0,0 +1,133 @@
+# Job B: memory-precision scaling, noiseless Gaussian regression
+
+Trials per d: 64; devices: ['NVIDIA A10G']; delta stream length 80·d; LS stream 3·d, solved every d/16 samples.
+
+Median samples to reach angular error ≤ eps (over trials). '(x%)' = fraction of trials that reached it within the stream; '–' = fewer than half reached it.
+
+## d = 64
+
+| method | eps=0.1 | eps=0.01 | eps=0.001 | eps=0.0001 | eps=1e-05 | eps=1e-06 | median final angle |
+|---|---|---|---|---|---|---|---|
+| delta_beta0.25 | 570 | 1294 | 1978 | 2663 | 3337 | 4022 | 2.36e-08 |
+| delta_beta0.5 | 375 | 764 | 1154 | 1548 | 1950 | 2341 | 6.05e-14 |
+| delta_beta0.75 | 310 | 617 | 924 | 1245 | 1543 | 1842 | 3.10e-16 |
+| delta_beta0.9 | 296 | 589 | 872 | 1172 | 1460 | 1753 | 2.99e-16 |
+| delta_beta1.0 | 292 | 584 | 868 | 1160 | 1448 | 1739 | 3.00e-16 |
+| delta_beta1.25 | 316 | 624 | 924 | 1228 | 1538 | 1848 | 3.70e-16 |
+| delta_beta1.5 | 388 | 778 | 1160 | 1560 | 1938 | 2328 | 5.60e-14 |
+| delta_beta1.75 | 665 | 1338 | 1994 | 2666 | 3334 | 4012 | 2.12e-08 |
+| delta_sigmoid_b0 | 406 | 816 | 1224 | 1628 | 2038 | 2444 | 2.93e-13 |
+| delta_sigmoid_b3 | 296 | 592 | 878 | 1174 | 1458 | 1742 | 2.89e-16 |
+| delta_beta1.0_q4_nearest | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | 4.01e-01 |
+| delta_beta1.0_q4_stochastic | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | 1.22e+00 |
+| delta_beta1.0_q8_nearest | 304 | – (17%) | – (0%) | – (0%) | – (0%) | – (0%) | 1.36e-02 |
+| delta_beta1.0_q8_stochastic | 322 | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | 5.37e-02 |
+| delta_beta1.0_q16_nearest | 292 | 584 | 872 | 1362 | – (0%) | – (0%) | 4.99e-05 |
+| delta_beta1.0_q16_stochastic | 292 | 584 | 874 | – (0%) | – (0%) | – (0%) | 2.08e-04 |
+| delta_beta1.5_q4_nearest | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | 9.25e-01 |
+| delta_beta1.5_q4_stochastic | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | 1.56e+00 |
+| delta_beta1.5_q8_nearest | 404 | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | 3.49e-02 |
+| delta_beta1.5_q8_stochastic | 448 | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | 6.91e-02 |
+| delta_beta1.5_q16_nearest | 388 | 779 | 1168 | 3696 (66%) | – (0%) | – (0%) | 1.32e-04 |
+| delta_beta1.5_q16_stochastic | 387 | 776 | 1169 | – (0%) | – (0%) | – (0%) | 2.61e-04 |
+| delta_beta1.0_fp32 | 292 | 584 | 868 | 1160 | 1448 | 1738 | 1.14e-07 |
+| ls_exact | 64 | 64 | 64 | 64 | 64 | 64 | 2.97e-15 |
+| ls_q16_nearest | 68 | 72 | 118 | – (0%) | – (0%) | – (0%) | 7.03e-04 |
+| ls_q8_nearest | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | 1.89e-01 |
+
+## d = 128
+
+| method | eps=0.1 | eps=0.01 | eps=0.001 | eps=0.0001 | eps=1e-05 | eps=1e-06 | median final angle |
+|---|---|---|---|---|---|---|---|
+| delta_beta0.25 | 1146 | 2590 | 3978 | 5338 | 6695 | 8040 | 2.21e-08 |
+| delta_beta0.5 | 748 | 1558 | 2356 | 3129 | 3914 | 4682 | 6.93e-14 |
+| delta_beta0.75 | 614 | 1248 | 1876 | 2504 | 3132 | 3740 | 3.88e-16 |
+| delta_beta0.9 | 584 | 1174 | 1774 | 2364 | 2958 | 3548 | 3.30e-16 |
+| delta_beta1.0 | 581 | 1164 | 1745 | 2340 | 2922 | 3504 | 3.42e-16 |
+| delta_beta1.25 | 615 | 1230 | 1852 | 2476 | 3094 | 3724 | 4.28e-16 |
+| delta_beta1.5 | 775 | 1558 | 2344 | 3118 | 3893 | 4681 | 7.56e-14 |
+| delta_beta1.75 | 1339 | 2686 | 4035 | 5374 | 6724 | 8061 | 2.35e-08 |
+| delta_sigmoid_b0 | 821 | 1646 | 2478 | 3313 | 4138 | 4968 | 4.06e-13 |
+| delta_sigmoid_b3 | 584 | 1178 | 1774 | 2366 | 2963 | 3538 | 3.33e-16 |
+| delta_beta1.0_q4_nearest | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | 1.24e+00 |
+| delta_beta1.0_q4_stochastic | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | 1.56e+00 |
+| delta_beta1.0_q8_nearest | 634 | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | 2.08e-02 |
+| delta_beta1.0_q8_stochastic | 759 | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | 8.42e-02 |
+| delta_beta1.0_q16_nearest | 581 | 1164 | 1748 | 3906 | – (0%) | – (0%) | 7.92e-05 |
+| delta_beta1.0_q16_stochastic | 581 | 1164 | 1764 | – (0%) | – (0%) | – (0%) | 3.17e-04 |
+| delta_beta1.5_q4_nearest | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | 1.57e+00 |
+| delta_beta1.5_q4_stochastic | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | 1.57e+00 |
+| delta_beta1.5_q8_nearest | 874 | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | 5.26e-02 |
+| delta_beta1.5_q8_stochastic | 1299 (91%) | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | 1.02e-01 |
+| delta_beta1.5_q16_nearest | 776 | 1560 | 2348 | – (0%) | – (0%) | – (0%) | 2.06e-04 |
+| delta_beta1.5_q16_stochastic | 775 | 1558 | 2380 | – (0%) | – (0%) | – (0%) | 3.91e-04 |
+| delta_beta1.0_fp32 | 581 | 1164 | 1745 | 2340 | 2922 | 3512 | 1.36e-07 |
+| ls_exact | 128 | 128 | 128 | 128 | 128 | 128 | 4.23e-15 |
+| ls_q16_nearest | 136 | 152 | 324 (89%) | – (0%) | – (0%) | – (0%) | 9.52e-04 |
+| ls_q8_nearest | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | 2.60e-01 |
+
+## d = 256
+
+| method | eps=0.1 | eps=0.01 | eps=0.001 | eps=0.0001 | eps=1e-05 | eps=1e-06 | median final angle |
+|---|---|---|---|---|---|---|---|
+| delta_beta0.25 | 2332 | 5216 | 7968 | 10707 | 13404 | 16128 | 2.36e-08 |
+| delta_beta0.5 | 1526 | 3127 | 4695 | 6293 | 7826 | 9413 | 8.63e-14 |
+| delta_beta0.75 | 1258 | 2527 | 3770 | 5003 | 6274 | 7520 | 5.43e-16 |
+| delta_beta0.9 | 1202 | 2379 | 3571 | 4756 | 5947 | 7113 | 4.55e-16 |
+| delta_beta1.0 | 1186 | 2341 | 3528 | 4710 | 5873 | 7051 | 4.45e-16 |
+| delta_beta1.25 | 1250 | 2495 | 3756 | 4998 | 6273 | 7517 | 5.15e-16 |
+| delta_beta1.5 | 1560 | 3127 | 4686 | 6278 | 7840 | 9398 | 8.71e-14 |
+| delta_beta1.75 | 2669 | 5354 | 8043 | 10764 | 13429 | 16140 | 2.38e-08 |
+| delta_sigmoid_b0 | 1614 | 3324 | 4986 | 6676 | 8333 | 10020 | 5.11e-13 |
+| delta_sigmoid_b3 | 1198 | 2376 | 3570 | 4754 | 5938 | 7128 | 4.50e-16 |
+| delta_beta1.0_q4_nearest | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | 1.55e+00 |
+| delta_beta1.0_q4_stochastic | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | 1.57e+00 |
+| delta_beta1.0_q8_nearest | 1437 | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | 3.24e-02 |
+| delta_beta1.0_q8_stochastic | – (30%) | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | 1.29e-01 |
+| delta_beta1.0_q16_nearest | 1187 | 2342 | 3572 | – (8%) | – (0%) | – (0%) | 1.23e-04 |
+| delta_beta1.0_q16_stochastic | 1186 | 2343 | 3621 | – (0%) | – (0%) | – (0%) | 4.90e-04 |
+| delta_beta1.5_q4_nearest | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | 1.55e+00 |
+| delta_beta1.5_q4_stochastic | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | 1.59e+00 |
+| delta_beta1.5_q8_nearest | 2234 | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | 8.09e-02 |
+| delta_beta1.5_q8_stochastic | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | 1.64e-01 |
+| delta_beta1.5_q16_nearest | 1560 | 3128 | 4782 | – (0%) | – (0%) | – (0%) | 3.17e-04 |
+| delta_beta1.5_q16_stochastic | 1560 | 3125 | 4871 | – (0%) | – (0%) | – (0%) | 6.26e-04 |
+| delta_beta1.0_fp32 | 1186 | 2341 | 3528 | 4712 | 5874 | 7078 | 1.82e-07 |
+| ls_exact | 256 | 256 | 256 | 256 | 256 | 256 | 4.71e-15 |
+| ls_q16_nearest | 272 | 304 | – (0%) | – (0%) | – (0%) | – (0%) | 1.27e-03 |
+| ls_q8_nearest | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | – (0%) | 4.08e-01 |
+
+## Fit: median samples-to-eps vs d·ln(1/eps) (only (d, eps) cells reached by every trial)
+
+slope_origin: n ≈ a·d·ln(1/eps). affine: n ≈ a·d·ln(1/eps) + c·d. theory (normalized-key delta rule, E|e|² contracts by 1-(2β-β²)/d per sample): a = 2/(2β-β²).
+
+| method | points | a (origin) | R² | a (affine) | c (per d) | R² | theory a |
+|---|---|---|---|---|---|---|---|
+| delta_beta0.25 | 18 | 4.532 | 0.9994 | 4.667 | -1.344 | 0.9999 | 4.571 |
+| delta_beta0.5 | 18 | 2.657 | 0.9999 | 2.671 | -0.146 | 1.0000 | 2.667 |
+| delta_beta0.75 | 18 | 2.124 | 0.9999 | 2.121 | 0.038 | 0.9999 | 2.133 |
+| delta_beta0.9 | 18 | 2.012 | 1.0000 | 2.008 | 0.039 | 1.0000 | 2.020 |
+| delta_beta1.0 | 18 | 1.990 | 1.0000 | 1.990 | 0.007 | 1.0000 | 2.000 |
+| delta_beta1.25 | 18 | 2.118 | 0.9999 | 2.122 | -0.040 | 0.9999 | 2.133 |
+| delta_beta1.5 | 18 | 2.654 | 1.0000 | 2.658 | -0.035 | 1.0000 | 2.667 |
+| delta_beta1.75 | 18 | 4.558 | 1.0000 | 4.568 | -0.100 | 1.0000 | 4.571 |
+| delta_sigmoid_b0 | 18 | 2.821 | 0.9999 | 2.838 | -0.163 | 0.9999 |  |
+| delta_sigmoid_b3 | 18 | 2.012 | 0.9999 | 2.009 | 0.028 | 0.9999 |  |
+| delta_beta1.0_q4_nearest | 0 | nan | nan | nan | nan | nan |  |
+| delta_beta1.0_q4_stochastic | 0 | nan | nan | nan | nan | nan |  |
+| delta_beta1.0_q8_nearest | 3 | 2.365 | 0.9885 | 1.990 | 0.864 | 0.9885 |  |
+| delta_beta1.0_q8_stochastic | 2 | nan | nan | nan | nan | nan |  |
+| delta_beta1.0_q16_nearest | 11 | 2.239 | 0.8643 | 2.690 | -2.656 | 0.8863 |  |
+| delta_beta1.0_q16_stochastic | 9 | 2.018 | 0.9993 | 2.050 | -0.175 | 0.9995 |  |
+| delta_beta1.5_q4_nearest | 0 | nan | nan | nan | nan | nan |  |
+| delta_beta1.5_q4_stochastic | 0 | nan | nan | nan | nan | nan |  |
+| delta_beta1.5_q8_nearest | 3 | 3.584 | 0.9649 | 3.015 | 1.309 | 0.9649 |  |
+| delta_beta1.5_q8_stochastic | 1 | nan | nan | nan | nan | nan |  |
+| delta_beta1.5_q16_nearest | 9 | 2.677 | 0.9997 | 2.717 | -0.212 | 0.9998 |  |
+| delta_beta1.5_q16_stochastic | 9 | 2.705 | 0.9990 | 2.784 | -0.426 | 0.9994 |  |
+| delta_beta1.0_fp32 | 18 | 1.993 | 0.9999 | 1.996 | -0.024 | 0.9999 |  |
+| ls_exact | 18 | 0.100 | 0.1346 | -0.000 | 1.000 | 1.0000 |  |
+| ls_q16_nearest | 7 | 0.296 | 0.7031 | 0.080 | 0.858 | 0.9813 |  |
+| ls_q8_nearest | 0 | nan | nan | nan | nan | nan |  |
+
+Sigmoid-gate realised mean beta: d=64: delta_sigmoid_b0=0.500, delta_sigmoid_b3=0.931; d=128: delta_sigmoid_b0=0.500, delta_sigmoid_b3=0.930; d=256: delta_sigmoid_b0=0.500, delta_sigmoid_b3=0.931
diff --git a/experiments/logs/exp3_analyze.log b/experiments/logs/exp3_analyze.log
new file mode 100644
index 0000000000000000000000000000000000000000..8c136a06abcb3debbbdb70bb0577323b6f46a367
--- /dev/null
+++ b/experiments/logs/exp3_analyze.log
@@ -0,0 +1,20 @@
+| suite | thresholds (target FPR) | benign chunks flagged (any intervention) | benign refused (rollback/readonly) | benign scale/project | sessions with >=1 flag | poison flagged, all types | random | repeat_token | repeat_phrase | shuffled |
+|---|---|---|---|---|---|---|---|---|---|---|
+| shipped | shipped calibration.json (0.01) | 136/1440 = 9.44% [8.04, 11.06] | 102/1440 = 7.08% [5.87, 8.53] | 34/1440 = 2.36% [1.69, 3.28] | 43/90 = 47.78% [37.76, 57.98] | 368/384 = 95.83% [93.34, 97.42] | 96/96 = 100.00% [96.15, 100.00] | 95/96 = 98.96% [94.33, 99.82] | 81/96 = 84.38% [75.81, 90.30] | 96/96 = 100.00% [96.15, 100.00] |
+| shipped | recalibrated @ 0.001 | 58/1440 = 4.03% [3.13, 5.17] | 22/1440 = 1.53% [1.01, 2.30] | 36/1440 = 2.50% [1.81, 3.44] | 37/90 = 41.11% [31.51, 51.44] | 367/384 = 95.57% [93.03, 97.22] | 96/96 = 100.00% [96.15, 100.00] | 95/96 = 98.96% [94.33, 99.82] | 80/96 = 83.33% [74.63, 89.47] | 96/96 = 100.00% [96.15, 100.00] |
+| shipped | recalibrated @ 0.05 | 180/1440 = 12.50% [10.89, 14.31] | 149/1440 = 10.35% [8.88, 12.03] | 31/1440 = 2.15% [1.52, 3.04] | 53/90 = 58.89% [48.56, 68.49] | 369/384 = 96.09% [93.66, 97.62] | 96/96 = 100.00% [96.15, 100.00] | 95/96 = 98.96% [94.33, 99.82] | 82/96 = 85.42% [77.00, 91.11] | 96/96 = 100.00% [96.15, 100.00] |
+| shipped | recalibrated @ 0.1 | 211/1440 = 14.65% [12.92, 16.57] | 183/1440 = 12.71% [11.09, 14.53] | 28/1440 = 1.94% [1.35, 2.80] | 62/90 = 68.89% [58.72, 77.51] | 371/384 = 96.61% [94.29, 98.01] | 96/96 = 100.00% [96.15, 100.00] | 95/96 = 98.96% [94.33, 99.82] | 84/96 = 87.50% [79.41, 92.70] | 96/96 = 100.00% [96.15, 100.00] |
+| shipped | recalibrated @ 0.2 | 310/1440 = 21.53% [19.48, 23.72] | 280/1440 = 19.44% [17.48, 21.57] | 30/1440 = 2.08% [1.46, 2.96] | 76/90 = 84.44% [75.57, 90.50] | 380/384 = 98.96% [97.35, 99.59] | 96/96 = 100.00% [96.15, 100.00] | 96/96 = 100.00% [96.15, 100.00] | 92/96 = 95.83% [89.77, 98.37] | 96/96 = 100.00% [96.15, 100.00] |
+| statements | recalibrated @ 0.01 | 117/1440 = 8.12% [6.82, 9.65] | 107/1440 = 7.43% [6.19, 8.90] | 10/1440 = 0.69% [0.38, 1.27] | 29/90 = 32.22% [23.47, 42.43] | 368/384 = 95.83% [93.34, 97.42] | 96/96 = 100.00% [96.15, 100.00] | 95/96 = 98.96% [94.33, 99.82] | 81/96 = 84.38% [75.81, 90.30] | 96/96 = 100.00% [96.15, 100.00] |
+| statements | recalibrated @ 0.1 | 219/1440 = 15.21% [13.45, 17.16] | 210/1440 = 14.58% [12.85, 16.50] | 9/1440 = 0.62% [0.33, 1.18] | 69/90 = 76.67% [66.95, 84.20] | 371/384 = 96.61% [94.29, 98.01] | 96/96 = 100.00% [96.15, 100.00] | 95/96 = 98.96% [94.33, 99.82] | 84/96 = 87.50% [79.41, 92.70] | 96/96 = 100.00% [96.15, 100.00] |
+
+Archived exp2 natural decisions (shipped calibration; X after 2 clean chunks, 3 seeds x 8 sessions x sizes 1,2,4):
+
+| exp2 type | chunks flagged |
+|---|---|
+| benign | 6/168 = 3.57% [1.65, 7.57] |
+| random | 168/168 = 100.00% [97.76, 100.00] |
+| repeat_phrase | 120/168 = 71.43% [64.18, 77.72] |
+| repeat_token | 167/168 = 99.40% [96.71, 99.89] |
+| shuffled | 168/168 = 100.00% [97.76, 100.00] |
+wrote /workspace/plastic-exp/experiments/exp3_invariants/fpr_tpr.png
diff --git a/experiments/logs/exp3_calib_shipped.log b/experiments/logs/exp3_calib_shipped.log
new file mode 100644
index 0000000000000000000000000000000000000000..e27c3f771bf2f1f688797258d6b916b919b58444
--- /dev/null
+++ b/experiments/logs/exp3_calib_shipped.log
@@ -0,0 +1,8 @@
+records 64 (42s)
+records 128 (86s)
+records 192 (141s)
+records 256 (188s)
+records 320 (232s)
+records 384 (276s)
+records 448 (318s)
+done 512 256 525.5064141750336
diff --git a/experiments/logs/exp3_calib_statements.log b/experiments/logs/exp3_calib_statements.log
new file mode 100644
index 0000000000000000000000000000000000000000..a87ade1c67572d3ed923b4a0a981d7d056ebf42f
--- /dev/null
+++ b/experiments/logs/exp3_calib_statements.log
@@ -0,0 +1,8 @@
+records 64 (39s)
+records 128 (80s)
+records 192 (128s)
+records 256 (172s)
+records 320 (215s)
+records 384 (256s)
+records 448 (297s)
+done 512 256 493.18768668174744
diff --git a/experiments/logs/exp3_fpr_shipped_0.001_seed0.log b/experiments/logs/exp3_fpr_shipped_0.001_seed0.log
new file mode 100644
index 0000000000000000000000000000000000000000..261b2bc33245f160085e35b4fec50e70077c6ea3
--- /dev/null
+++ b/experiments/logs/exp3_fpr_shipped_0.001_seed0.log
@@ -0,0 +1,63 @@
+[benign shipped 0.001 s0] sess 0: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (10s)
+[benign shipped 0.001 s0] sess 1: ['r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (20s)
+[benign shipped 0.001 s0] sess 2: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (30s)
+[benign shipped 0.001 s0] sess 3: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (41s)
+[benign shipped 0.001 s0] sess 4: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (52s)
+[benign shipped 0.001 s0] sess 5: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (63s)
+[benign shipped 0.001 s0] sess 6: ['c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (77s)
+[benign shipped 0.001 s0] sess 7: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (87s)
+[benign shipped 0.001 s0] sess 8: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (97s)
+[benign shipped 0.001 s0] sess 9: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (107s)
+[benign shipped 0.001 s0] sess 10: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (119s)
+[benign shipped 0.001 s0] sess 11: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (132s)
+[benign shipped 0.001 s0] sess 12: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (146s)
+[benign shipped 0.001 s0] sess 13: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (164s)
+[benign shipped 0.001 s0] sess 14: ['c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (178s)
+[benign shipped 0.001 s0] sess 15: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (190s)
+[benign shipped 0.001 s0] sess 16: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c'] (207s)
+[benign shipped 0.001 s0] sess 17: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (220s)
+[benign shipped 0.001 s0] sess 18: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (233s)
+[benign shipped 0.001 s0] sess 19: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (247s)
+[benign shipped 0.001 s0] sess 20: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (259s)
+[benign shipped 0.001 s0] sess 21: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c'] (274s)
+[benign shipped 0.001 s0] sess 22: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (291s)
+[benign shipped 0.001 s0] sess 23: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'r', 'c', 'c', 'c', 'c', 'c', 'c'] (313s)
+[benign shipped 0.001 s0] sess 24: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (333s)
+[benign shipped 0.001 s0] sess 25: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (352s)
+[benign shipped 0.001 s0] sess 26: ['c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (369s)
+[benign shipped 0.001 s0] sess 27: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (386s)
+[benign shipped 0.001 s0] sess 28: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c'] (407s)
+[benign shipped 0.001 s0] sess 29: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (417s)
+[poison shipped 0.001 s0] random sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (422s)
+[poison shipped 0.001 s0] repeat_token sess 0: ['c', 'r', 'r', 'r', 'r', 'r'] (427s)
+[poison shipped 0.001 s0] repeat_phrase sess 0: ['c', 'c', 'c', 'c', 'r', 'r'] (431s)
+[poison shipped 0.001 s0] shuffled sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (437s)
+[poison shipped 0.001 s0] random sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (442s)
+[poison shipped 0.001 s0] repeat_token sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (447s)
+[poison shipped 0.001 s0] repeat_phrase sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (452s)
+[poison shipped 0.001 s0] shuffled sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (457s)
+[poison shipped 0.001 s0] random sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (462s)
+[poison shipped 0.001 s0] repeat_token sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (467s)
+[poison shipped 0.001 s0] repeat_phrase sess 2: ['c', 'c', 'c', 'r', 'r', 'r'] (471s)
+[poison shipped 0.001 s0] shuffled sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (476s)
+[poison shipped 0.001 s0] random sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (481s)
+[poison shipped 0.001 s0] repeat_token sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (486s)
+[poison shipped 0.001 s0] repeat_phrase sess 3: ['c', 'c', 'c', 'r', 'r', 'r'] (491s)
+[poison shipped 0.001 s0] shuffled sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (495s)
+[poison shipped 0.001 s0] random sess 4: ['c', 'p', 'r', 'r', 'r', 'r'] (500s)
+[poison shipped 0.001 s0] repeat_token sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (507s)
+[poison shipped 0.001 s0] repeat_phrase sess 4: ['c', 'p', 'r', 'r', 'r', 'r'] (512s)
+[poison shipped 0.001 s0] shuffled sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (516s)
+[poison shipped 0.001 s0] random sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (520s)
+[poison shipped 0.001 s0] repeat_token sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (524s)
+[poison shipped 0.001 s0] repeat_phrase sess 5: ['c', 'c', 'c', 'r', 'r', 'r'] (527s)
+[poison shipped 0.001 s0] shuffled sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (531s)
+[poison shipped 0.001 s0] random sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (535s)
+[poison shipped 0.001 s0] repeat_token sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (539s)
+[poison shipped 0.001 s0] repeat_phrase sess 6: ['c', 'c', 'c', 'r', 'r', 'r'] (543s)
+[poison shipped 0.001 s0] shuffled sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (547s)
+[poison shipped 0.001 s0] random sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (551s)
+[poison shipped 0.001 s0] repeat_token sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (555s)
+[poison shipped 0.001 s0] repeat_phrase sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (559s)
+[poison shipped 0.001 s0] shuffled sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (563s)
+done 563.2038199901581
diff --git a/experiments/logs/exp3_fpr_shipped_0.001_seed1.log b/experiments/logs/exp3_fpr_shipped_0.001_seed1.log
new file mode 100644
index 0000000000000000000000000000000000000000..37f855a78e74c2bdeccada6f557f0080803dabf0
--- /dev/null
+++ b/experiments/logs/exp3_fpr_shipped_0.001_seed1.log
@@ -0,0 +1,63 @@
+[benign shipped 0.001 s1] sess 0: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (10s)
+[benign shipped 0.001 s1] sess 1: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (20s)
+[benign shipped 0.001 s1] sess 2: ['c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (30s)
+[benign shipped 0.001 s1] sess 3: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (40s)
+[benign shipped 0.001 s1] sess 4: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (50s)
+[benign shipped 0.001 s1] sess 5: ['c', 'c', 'p', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c'] (61s)
+[benign shipped 0.001 s1] sess 6: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'p', 'c', 'c', 'c', 'c'] (73s)
+[benign shipped 0.001 s1] sess 7: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (83s)
+[benign shipped 0.001 s1] sess 8: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (92s)
+[benign shipped 0.001 s1] sess 9: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (102s)
+[benign shipped 0.001 s1] sess 10: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (112s)
+[benign shipped 0.001 s1] sess 11: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (127s)
+[benign shipped 0.001 s1] sess 12: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c'] (143s)
+[benign shipped 0.001 s1] sess 13: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (154s)
+[benign shipped 0.001 s1] sess 14: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (168s)
+[benign shipped 0.001 s1] sess 15: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (181s)
+[benign shipped 0.001 s1] sess 16: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (193s)
+[benign shipped 0.001 s1] sess 17: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'p'] (205s)
+[benign shipped 0.001 s1] sess 18: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'p', 'c', 'c'] (215s)
+[benign shipped 0.001 s1] sess 19: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (227s)
+[benign shipped 0.001 s1] sess 20: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (238s)
+[benign shipped 0.001 s1] sess 21: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (250s)
+[benign shipped 0.001 s1] sess 22: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (264s)
+[benign shipped 0.001 s1] sess 23: ['c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (284s)
+[benign shipped 0.001 s1] sess 24: ['c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (304s)
+[benign shipped 0.001 s1] sess 25: ['c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (325s)
+[benign shipped 0.001 s1] sess 26: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (344s)
+[benign shipped 0.001 s1] sess 27: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (362s)
+[benign shipped 0.001 s1] sess 28: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c'] (381s)
+[benign shipped 0.001 s1] sess 29: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (400s)
+[poison shipped 0.001 s1] random sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (406s)
+[poison shipped 0.001 s1] repeat_token sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (410s)
+[poison shipped 0.001 s1] repeat_phrase sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (414s)
+[poison shipped 0.001 s1] shuffled sess 0: ['c', 'p', 'r', 'r', 'r', 'r'] (418s)
+[poison shipped 0.001 s1] random sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (424s)
+[poison shipped 0.001 s1] repeat_token sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (430s)
+[poison shipped 0.001 s1] repeat_phrase sess 1: ['c', 'p', 'c', 'r', 'r', 'r'] (434s)
+[poison shipped 0.001 s1] shuffled sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (440s)
+[poison shipped 0.001 s1] random sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (444s)
+[poison shipped 0.001 s1] repeat_token sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (449s)
+[poison shipped 0.001 s1] repeat_phrase sess 2: ['c', 'c', 'c', 'r', 'r', 'r'] (453s)
+[poison shipped 0.001 s1] shuffled sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (460s)
+[poison shipped 0.001 s1] random sess 3: ['c', 'p', 'r', 'r', 'r', 'r'] (464s)
+[poison shipped 0.001 s1] repeat_token sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (469s)
+[poison shipped 0.001 s1] repeat_phrase sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (474s)
+[poison shipped 0.001 s1] shuffled sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (479s)
+[poison shipped 0.001 s1] random sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (485s)
+[poison shipped 0.001 s1] repeat_token sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (489s)
+[poison shipped 0.001 s1] repeat_phrase sess 4: ['c', 'c', 'c', 'r', 'r', 'r'] (495s)
+[poison shipped 0.001 s1] shuffled sess 4: ['r', 'c', 'r', 'r', 'r', 'r'] (499s)
+[poison shipped 0.001 s1] random sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (503s)
+[poison shipped 0.001 s1] repeat_token sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (507s)
+[poison shipped 0.001 s1] repeat_phrase sess 5: ['c', 'c', 'c', 'r', 'r', 'r'] (511s)
+[poison shipped 0.001 s1] shuffled sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (516s)
+[poison shipped 0.001 s1] random sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (520s)
+[poison shipped 0.001 s1] repeat_token sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (523s)
+[poison shipped 0.001 s1] repeat_phrase sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (527s)
+[poison shipped 0.001 s1] shuffled sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (531s)
+[poison shipped 0.001 s1] random sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (535s)
+[poison shipped 0.001 s1] repeat_token sess 7: ['c', 'c', 'c', 'r', 'r', 'r'] (538s)
+[poison shipped 0.001 s1] repeat_phrase sess 7: ['c', 'c', 'c', 'r', 'r', 'r'] (542s)
+[poison shipped 0.001 s1] shuffled sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (546s)
+done 545.8950550556183
diff --git a/experiments/logs/exp3_fpr_shipped_0.001_seed2.log b/experiments/logs/exp3_fpr_shipped_0.001_seed2.log
new file mode 100644
index 0000000000000000000000000000000000000000..784cc6faea70e7ccd1e0e1294360c83d1bf762c9
--- /dev/null
+++ b/experiments/logs/exp3_fpr_shipped_0.001_seed2.log
@@ -0,0 +1,63 @@
+[benign shipped 0.001 s2] sess 0: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (11s)
+[benign shipped 0.001 s2] sess 1: ['r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (22s)
+[benign shipped 0.001 s2] sess 2: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (32s)
+[benign shipped 0.001 s2] sess 3: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c'] (44s)
+[benign shipped 0.001 s2] sess 4: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (54s)
+[benign shipped 0.001 s2] sess 5: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (66s)
+[benign shipped 0.001 s2] sess 6: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (77s)
+[benign shipped 0.001 s2] sess 7: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (87s)
+[benign shipped 0.001 s2] sess 8: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (98s)
+[benign shipped 0.001 s2] sess 9: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r'] (108s)
+[benign shipped 0.001 s2] sess 10: ['c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (119s)
+[benign shipped 0.001 s2] sess 11: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c'] (130s)
+[benign shipped 0.001 s2] sess 12: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (141s)
+[benign shipped 0.001 s2] sess 13: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (151s)
+[benign shipped 0.001 s2] sess 14: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (160s)
+[benign shipped 0.001 s2] sess 15: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (170s)
+[benign shipped 0.001 s2] sess 16: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (181s)
+[benign shipped 0.001 s2] sess 17: ['c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (191s)
+[benign shipped 0.001 s2] sess 18: ['c', 'r', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (201s)
+[benign shipped 0.001 s2] sess 19: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c'] (213s)
+[benign shipped 0.001 s2] sess 20: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (223s)
+[benign shipped 0.001 s2] sess 21: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (234s)
+[benign shipped 0.001 s2] sess 22: ['c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (250s)
+[benign shipped 0.001 s2] sess 23: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (264s)
+[benign shipped 0.001 s2] sess 24: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c'] (274s)
+[benign shipped 0.001 s2] sess 25: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c'] (288s)
+[benign shipped 0.001 s2] sess 26: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (301s)
+[benign shipped 0.001 s2] sess 27: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c'] (314s)
+[benign shipped 0.001 s2] sess 28: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r'] (329s)
+[benign shipped 0.001 s2] sess 29: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (341s)
+[poison shipped 0.001 s2] random sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (346s)
+[poison shipped 0.001 s2] repeat_token sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (352s)
+[poison shipped 0.001 s2] repeat_phrase sess 0: ['c', 'c', 'c', 'r', 'r', 'r'] (357s)
+[poison shipped 0.001 s2] shuffled sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (362s)
+[poison shipped 0.001 s2] random sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (367s)
+[poison shipped 0.001 s2] repeat_token sess 1: ['c', 'p', 'r', 'r', 'r', 'r'] (372s)
+[poison shipped 0.001 s2] repeat_phrase sess 1: ['c', 'c', 'c', 'r', 'r', 'r'] (376s)
+[poison shipped 0.001 s2] shuffled sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (381s)
+[poison shipped 0.001 s2] random sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (386s)
+[poison shipped 0.001 s2] repeat_token sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (390s)
+[poison shipped 0.001 s2] repeat_phrase sess 2: ['c', 'c', 'c', 'r', 'r', 'r'] (394s)
+[poison shipped 0.001 s2] shuffled sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (398s)
+[poison shipped 0.001 s2] random sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (402s)
+[poison shipped 0.001 s2] repeat_token sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (407s)
+[poison shipped 0.001 s2] repeat_phrase sess 3: ['c', 'c', 'c', 'r', 'r', 'r'] (411s)
+[poison shipped 0.001 s2] shuffled sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (416s)
+[poison shipped 0.001 s2] random sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (420s)
+[poison shipped 0.001 s2] repeat_token sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (424s)
+[poison shipped 0.001 s2] repeat_phrase sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (429s)
+[poison shipped 0.001 s2] shuffled sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (434s)
+[poison shipped 0.001 s2] random sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (440s)
+[poison shipped 0.001 s2] repeat_token sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (444s)
+[poison shipped 0.001 s2] repeat_phrase sess 5: ['c', 'c', 'c', 'r', 'r', 'r'] (448s)
+[poison shipped 0.001 s2] shuffled sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (453s)
+[poison shipped 0.001 s2] random sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (457s)
+[poison shipped 0.001 s2] repeat_token sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (462s)
+[poison shipped 0.001 s2] repeat_phrase sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (467s)
+[poison shipped 0.001 s2] shuffled sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (472s)
+[poison shipped 0.001 s2] random sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (478s)
+[poison shipped 0.001 s2] repeat_token sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (485s)
+[poison shipped 0.001 s2] repeat_phrase sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (490s)
+[poison shipped 0.001 s2] shuffled sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (496s)
+done 495.5503764152527
diff --git a/experiments/logs/exp3_fpr_shipped_0.05_seed0.log b/experiments/logs/exp3_fpr_shipped_0.05_seed0.log
new file mode 100644
index 0000000000000000000000000000000000000000..74670e2670d471d1ba705504ec607e5dde560ba9
--- /dev/null
+++ b/experiments/logs/exp3_fpr_shipped_0.05_seed0.log
@@ -0,0 +1,63 @@
+[benign shipped 0.05 s0] sess 0: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (10s)
+[benign shipped 0.05 s0] sess 1: ['r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (19s)
+[benign shipped 0.05 s0] sess 2: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (29s)
+[benign shipped 0.05 s0] sess 3: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (39s)
+[benign shipped 0.05 s0] sess 4: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (49s)
+[benign shipped 0.05 s0] sess 5: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (59s)
+[benign shipped 0.05 s0] sess 6: ['c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (71s)
+[benign shipped 0.05 s0] sess 7: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (80s)
+[benign shipped 0.05 s0] sess 8: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (90s)
+[benign shipped 0.05 s0] sess 9: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r'] (100s)
+[benign shipped 0.05 s0] sess 10: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (109s)
+[benign shipped 0.05 s0] sess 11: ['c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (121s)
+[benign shipped 0.05 s0] sess 12: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r'] (134s)
+[benign shipped 0.05 s0] sess 13: ['r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (150s)
+[benign shipped 0.05 s0] sess 14: ['c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (163s)
+[benign shipped 0.05 s0] sess 15: ['c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (175s)
+[benign shipped 0.05 s0] sess 16: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r'] (188s)
+[benign shipped 0.05 s0] sess 17: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (200s)
+[benign shipped 0.05 s0] sess 18: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (213s)
+[benign shipped 0.05 s0] sess 19: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (226s)
+[benign shipped 0.05 s0] sess 20: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (237s)
+[benign shipped 0.05 s0] sess 21: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c'] (248s)
+[benign shipped 0.05 s0] sess 22: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (259s)
+[benign shipped 0.05 s0] sess 23: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'r', 'c', 'c', 'c', 'c', 'c', 'c'] (275s)
+[benign shipped 0.05 s0] sess 24: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (297s)
+[benign shipped 0.05 s0] sess 25: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r'] (316s)
+[benign shipped 0.05 s0] sess 26: ['c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r'] (335s)
+[benign shipped 0.05 s0] sess 27: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r'] (352s)
+[benign shipped 0.05 s0] sess 28: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c'] (373s)
+[benign shipped 0.05 s0] sess 29: ['c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (393s)
+[poison shipped 0.05 s0] random sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (403s)
+[poison shipped 0.05 s0] repeat_token sess 0: ['c', 'r', 'r', 'r', 'r', 'r'] (410s)
+[poison shipped 0.05 s0] repeat_phrase sess 0: ['c', 'c', 'c', 'r', 'r', 'r'] (414s)
+[poison shipped 0.05 s0] shuffled sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (419s)
+[poison shipped 0.05 s0] random sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (425s)
+[poison shipped 0.05 s0] repeat_token sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (429s)
+[poison shipped 0.05 s0] repeat_phrase sess 1: ['c', 'r', 'r', 'r', 'r', 'r'] (433s)
+[poison shipped 0.05 s0] shuffled sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (441s)
+[poison shipped 0.05 s0] random sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (445s)
+[poison shipped 0.05 s0] repeat_token sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (451s)
+[poison shipped 0.05 s0] repeat_phrase sess 2: ['c', 'c', 'c', 'r', 'r', 'r'] (456s)
+[poison shipped 0.05 s0] shuffled sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (460s)
+[poison shipped 0.05 s0] random sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (466s)
+[poison shipped 0.05 s0] repeat_token sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (470s)
+[poison shipped 0.05 s0] repeat_phrase sess 3: ['c', 'c', 'c', 'r', 'r', 'r'] (474s)
+[poison shipped 0.05 s0] shuffled sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (478s)
+[poison shipped 0.05 s0] random sess 4: ['c', 'p', 'r', 'r', 'r', 'r'] (483s)
+[poison shipped 0.05 s0] repeat_token sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (487s)
+[poison shipped 0.05 s0] repeat_phrase sess 4: ['c', 'p', 'r', 'r', 'r', 'r'] (491s)
+[poison shipped 0.05 s0] shuffled sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (497s)
+[poison shipped 0.05 s0] random sess 5: ['c', 'r', 'r', 'r', 'r', 'r'] (501s)
+[poison shipped 0.05 s0] repeat_token sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (506s)
+[poison shipped 0.05 s0] repeat_phrase sess 5: ['c', 'c', 'c', 'r', 'r', 'r'] (510s)
+[poison shipped 0.05 s0] shuffled sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (514s)
+[poison shipped 0.05 s0] random sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (518s)
+[poison shipped 0.05 s0] repeat_token sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (522s)
+[poison shipped 0.05 s0] repeat_phrase sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (526s)
+[poison shipped 0.05 s0] shuffled sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (529s)
+[poison shipped 0.05 s0] random sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (533s)
+[poison shipped 0.05 s0] repeat_token sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (537s)
+[poison shipped 0.05 s0] repeat_phrase sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (541s)
+[poison shipped 0.05 s0] shuffled sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (544s)
+done 544.1143982410431
diff --git a/experiments/logs/exp3_fpr_shipped_0.05_seed1.log b/experiments/logs/exp3_fpr_shipped_0.05_seed1.log
new file mode 100644
index 0000000000000000000000000000000000000000..7ba3aa5b04f482c4d36ec118ea1ed757eace420a
--- /dev/null
+++ b/experiments/logs/exp3_fpr_shipped_0.05_seed1.log
@@ -0,0 +1,63 @@
+[benign shipped 0.05 s1] sess 0: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (10s)
+[benign shipped 0.05 s1] sess 1: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c'] (21s)
+[benign shipped 0.05 s1] sess 2: ['c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (31s)
+[benign shipped 0.05 s1] sess 3: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (42s)
+[benign shipped 0.05 s1] sess 4: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (53s)
+[benign shipped 0.05 s1] sess 5: ['c', 'c', 'p', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'r'] (64s)
+[benign shipped 0.05 s1] sess 6: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'p', 'c', 'c', 'c', 'c'] (75s)
+[benign shipped 0.05 s1] sess 7: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r'] (86s)
+[benign shipped 0.05 s1] sess 8: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (98s)
+[benign shipped 0.05 s1] sess 9: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (109s)
+[benign shipped 0.05 s1] sess 10: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (120s)
+[benign shipped 0.05 s1] sess 11: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (131s)
+[benign shipped 0.05 s1] sess 12: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c'] (141s)
+[benign shipped 0.05 s1] sess 13: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (155s)
+[benign shipped 0.05 s1] sess 14: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (167s)
+[benign shipped 0.05 s1] sess 15: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (178s)
+[benign shipped 0.05 s1] sess 16: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (188s)
+[benign shipped 0.05 s1] sess 17: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'p'] (198s)
+[benign shipped 0.05 s1] sess 18: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'p', 'c', 'c'] (208s)
+[benign shipped 0.05 s1] sess 19: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (219s)
+[benign shipped 0.05 s1] sess 20: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (231s)
+[benign shipped 0.05 s1] sess 21: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (242s)
+[benign shipped 0.05 s1] sess 22: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r'] (253s)
+[benign shipped 0.05 s1] sess 23: ['c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (265s)
+[benign shipped 0.05 s1] sess 24: ['c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (278s)
+[benign shipped 0.05 s1] sess 25: ['c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (292s)
+[benign shipped 0.05 s1] sess 26: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (306s)
+[benign shipped 0.05 s1] sess 27: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (322s)
+[benign shipped 0.05 s1] sess 28: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c'] (338s)
+[benign shipped 0.05 s1] sess 29: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (350s)
+[poison shipped 0.05 s1] random sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (354s)
+[poison shipped 0.05 s1] repeat_token sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (362s)
+[poison shipped 0.05 s1] repeat_phrase sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (367s)
+[poison shipped 0.05 s1] shuffled sess 0: ['c', 'p', 'r', 'r', 'r', 'r'] (372s)
+[poison shipped 0.05 s1] random sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (378s)
+[poison shipped 0.05 s1] repeat_token sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (382s)
+[poison shipped 0.05 s1] repeat_phrase sess 1: ['c', 'p', 'c', 'r', 'r', 'r'] (387s)
+[poison shipped 0.05 s1] shuffled sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (393s)
+[poison shipped 0.05 s1] random sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (398s)
+[poison shipped 0.05 s1] repeat_token sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (403s)
+[poison shipped 0.05 s1] repeat_phrase sess 2: ['c', 'c', 'c', 'r', 'r', 'r'] (407s)
+[poison shipped 0.05 s1] shuffled sess 2: ['r', 'c', 'r', 'r', 'r', 'r'] (413s)
+[poison shipped 0.05 s1] random sess 3: ['c', 'p', 'r', 'r', 'r', 'r'] (417s)
+[poison shipped 0.05 s1] repeat_token sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (422s)
+[poison shipped 0.05 s1] repeat_phrase sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (426s)
+[poison shipped 0.05 s1] shuffled sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (430s)
+[poison shipped 0.05 s1] random sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (435s)
+[poison shipped 0.05 s1] repeat_token sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (440s)
+[poison shipped 0.05 s1] repeat_phrase sess 4: ['c', 'c', 'c', 'r', 'r', 'r'] (445s)
+[poison shipped 0.05 s1] shuffled sess 4: ['r', 'c', 'r', 'r', 'r', 'r'] (450s)
+[poison shipped 0.05 s1] random sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (456s)
+[poison shipped 0.05 s1] repeat_token sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (461s)
+[poison shipped 0.05 s1] repeat_phrase sess 5: ['c', 'c', 'c', 'r', 'r', 'r'] (467s)
+[poison shipped 0.05 s1] shuffled sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (471s)
+[poison shipped 0.05 s1] random sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (477s)
+[poison shipped 0.05 s1] repeat_token sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (482s)
+[poison shipped 0.05 s1] repeat_phrase sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (487s)
+[poison shipped 0.05 s1] shuffled sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (491s)
+[poison shipped 0.05 s1] random sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (497s)
+[poison shipped 0.05 s1] repeat_token sess 7: ['c', 'c', 'c', 'r', 'r', 'r'] (501s)
+[poison shipped 0.05 s1] repeat_phrase sess 7: ['c', 'c', 'c', 'r', 'r', 'r'] (507s)
+[poison shipped 0.05 s1] shuffled sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (511s)
+done 511.14718198776245
diff --git a/experiments/logs/exp3_fpr_shipped_0.05_seed2.log b/experiments/logs/exp3_fpr_shipped_0.05_seed2.log
new file mode 100644
index 0000000000000000000000000000000000000000..5374d5463d776888407684706b9e46bd70efefa1
--- /dev/null
+++ b/experiments/logs/exp3_fpr_shipped_0.05_seed2.log
@@ -0,0 +1,63 @@
+[benign shipped 0.05 s2] sess 0: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (10s)
+[benign shipped 0.05 s2] sess 1: ['r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (22s)
+[benign shipped 0.05 s2] sess 2: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c'] (32s)
+[benign shipped 0.05 s2] sess 3: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c'] (43s)
+[benign shipped 0.05 s2] sess 4: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (53s)
+[benign shipped 0.05 s2] sess 5: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (65s)
+[benign shipped 0.05 s2] sess 6: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (80s)
+[benign shipped 0.05 s2] sess 7: ['c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (90s)
+[benign shipped 0.05 s2] sess 8: ['c', 'c', 'c', 'r', 'c', 'r', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (102s)
+[benign shipped 0.05 s2] sess 9: ['c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (112s)
+[benign shipped 0.05 s2] sess 10: ['c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c'] (123s)
+[benign shipped 0.05 s2] sess 11: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c'] (133s)
+[benign shipped 0.05 s2] sess 12: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (143s)
+[benign shipped 0.05 s2] sess 13: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r'] (153s)
+[benign shipped 0.05 s2] sess 14: ['r', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (164s)
+[benign shipped 0.05 s2] sess 15: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (174s)
+[benign shipped 0.05 s2] sess 16: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (185s)
+[benign shipped 0.05 s2] sess 17: ['c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (195s)
+[benign shipped 0.05 s2] sess 18: ['c', 'r', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (206s)
+[benign shipped 0.05 s2] sess 19: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c'] (217s)
+[benign shipped 0.05 s2] sess 20: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (230s)
+[benign shipped 0.05 s2] sess 21: ['c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (243s)
+[benign shipped 0.05 s2] sess 22: ['c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (260s)
+[benign shipped 0.05 s2] sess 23: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (274s)
+[benign shipped 0.05 s2] sess 24: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c'] (288s)
+[benign shipped 0.05 s2] sess 25: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c'] (302s)
+[benign shipped 0.05 s2] sess 26: ['c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (316s)
+[benign shipped 0.05 s2] sess 27: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (329s)
+[benign shipped 0.05 s2] sess 28: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (343s)
+[benign shipped 0.05 s2] sess 29: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (357s)
+[poison shipped 0.05 s2] random sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (361s)
+[poison shipped 0.05 s2] repeat_token sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (366s)
+[poison shipped 0.05 s2] repeat_phrase sess 0: ['c', 'c', 'c', 'r', 'r', 'r'] (372s)
+[poison shipped 0.05 s2] shuffled sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (377s)
+[poison shipped 0.05 s2] random sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (382s)
+[poison shipped 0.05 s2] repeat_token sess 1: ['c', 'p', 'r', 'r', 'r', 'r'] (386s)
+[poison shipped 0.05 s2] repeat_phrase sess 1: ['c', 'c', 'c', 'r', 'r', 'r'] (390s)
+[poison shipped 0.05 s2] shuffled sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (395s)
+[poison shipped 0.05 s2] random sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (399s)
+[poison shipped 0.05 s2] repeat_token sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (405s)
+[poison shipped 0.05 s2] repeat_phrase sess 2: ['c', 'c', 'c', 'r', 'r', 'r'] (410s)
+[poison shipped 0.05 s2] shuffled sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (414s)
+[poison shipped 0.05 s2] random sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (419s)
+[poison shipped 0.05 s2] repeat_token sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (426s)
+[poison shipped 0.05 s2] repeat_phrase sess 3: ['c', 'c', 'c', 'r', 'r', 'r'] (430s)
+[poison shipped 0.05 s2] shuffled sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (435s)
+[poison shipped 0.05 s2] random sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (440s)
+[poison shipped 0.05 s2] repeat_token sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (445s)
+[poison shipped 0.05 s2] repeat_phrase sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (450s)
+[poison shipped 0.05 s2] shuffled sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (456s)
+[poison shipped 0.05 s2] random sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (461s)
+[poison shipped 0.05 s2] repeat_token sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (467s)
+[poison shipped 0.05 s2] repeat_phrase sess 5: ['r', 'c', 'c', 'r', 'r', 'r'] (473s)
+[poison shipped 0.05 s2] shuffled sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (480s)
+[poison shipped 0.05 s2] random sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (486s)
+[poison shipped 0.05 s2] repeat_token sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (491s)
+[poison shipped 0.05 s2] repeat_phrase sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (496s)
+[poison shipped 0.05 s2] shuffled sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (504s)
+[poison shipped 0.05 s2] random sess 7: ['r', 'c', 'r', 'r', 'r', 'r'] (509s)
+[poison shipped 0.05 s2] repeat_token sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (513s)
+[poison shipped 0.05 s2] repeat_phrase sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (518s)
+[poison shipped 0.05 s2] shuffled sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (523s)
+done 523.4877066612244
diff --git a/experiments/logs/exp3_fpr_shipped_0.1_seed0.log b/experiments/logs/exp3_fpr_shipped_0.1_seed0.log
new file mode 100644
index 0000000000000000000000000000000000000000..8fef8704f17a07ea331a46b55211fc3b41d5bc34
--- /dev/null
+++ b/experiments/logs/exp3_fpr_shipped_0.1_seed0.log
@@ -0,0 +1,63 @@
+[benign shipped 0.1 s0] sess 0: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (10s)
+[benign shipped 0.1 s0] sess 1: ['r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (20s)
+[benign shipped 0.1 s0] sess 2: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (32s)
+[benign shipped 0.1 s0] sess 3: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (43s)
+[benign shipped 0.1 s0] sess 4: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (54s)
+[benign shipped 0.1 s0] sess 5: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (65s)
+[benign shipped 0.1 s0] sess 6: ['c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (76s)
+[benign shipped 0.1 s0] sess 7: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (86s)
+[benign shipped 0.1 s0] sess 8: ['c', 'c', 'c', 'c', 'c', 'r', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (97s)
+[benign shipped 0.1 s0] sess 9: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r'] (107s)
+[benign shipped 0.1 s0] sess 10: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r'] (118s)
+[benign shipped 0.1 s0] sess 11: ['c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (130s)
+[benign shipped 0.1 s0] sess 12: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r'] (143s)
+[benign shipped 0.1 s0] sess 13: ['r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (161s)
+[benign shipped 0.1 s0] sess 14: ['c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (174s)
+[benign shipped 0.1 s0] sess 15: ['c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (188s)
+[benign shipped 0.1 s0] sess 16: ['c', 'r', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r'] (201s)
+[benign shipped 0.1 s0] sess 17: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (213s)
+[benign shipped 0.1 s0] sess 18: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (225s)
+[benign shipped 0.1 s0] sess 19: ['r', 'r', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (238s)
+[benign shipped 0.1 s0] sess 20: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (252s)
+[benign shipped 0.1 s0] sess 21: ['c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'r', 'c', 'c', 'c', 'c', 'c'] (263s)
+[benign shipped 0.1 s0] sess 22: ['c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (286s)
+[benign shipped 0.1 s0] sess 23: ['c', 'c', 'c', 'r', 'c', 'c', 'c', 'p', 'p', 'r', 'c', 'c', 'c', 'c', 'c', 'c'] (310s)
+[benign shipped 0.1 s0] sess 24: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (329s)
+[benign shipped 0.1 s0] sess 25: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r'] (349s)
+[benign shipped 0.1 s0] sess 26: ['c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r'] (368s)
+[benign shipped 0.1 s0] sess 27: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r'] (391s)
+[benign shipped 0.1 s0] sess 28: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c'] (405s)
+[benign shipped 0.1 s0] sess 29: ['c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (416s)
+[poison shipped 0.1 s0] random sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (421s)
+[poison shipped 0.1 s0] repeat_token sess 0: ['c', 'r', 'r', 'r', 'r', 'r'] (426s)
+[poison shipped 0.1 s0] repeat_phrase sess 0: ['r', 'c', 'c', 'r', 'r', 'r'] (431s)
+[poison shipped 0.1 s0] shuffled sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (436s)
+[poison shipped 0.1 s0] random sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (442s)
+[poison shipped 0.1 s0] repeat_token sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (447s)
+[poison shipped 0.1 s0] repeat_phrase sess 1: ['c', 'r', 'r', 'r', 'r', 'r'] (452s)
+[poison shipped 0.1 s0] shuffled sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (457s)
+[poison shipped 0.1 s0] random sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (461s)
+[poison shipped 0.1 s0] repeat_token sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (467s)
+[poison shipped 0.1 s0] repeat_phrase sess 2: ['c', 'c', 'c', 'r', 'r', 'r'] (472s)
+[poison shipped 0.1 s0] shuffled sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (477s)
+[poison shipped 0.1 s0] random sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (482s)
+[poison shipped 0.1 s0] repeat_token sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (488s)
+[poison shipped 0.1 s0] repeat_phrase sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (493s)
+[poison shipped 0.1 s0] shuffled sess 3: ['r', 'c', 'r', 'r', 'r', 'r'] (497s)
+[poison shipped 0.1 s0] random sess 4: ['c', 'p', 'r', 'r', 'r', 'r'] (502s)
+[poison shipped 0.1 s0] repeat_token sess 4: ['c', 'r', 'r', 'r', 'r', 'r'] (506s)
+[poison shipped 0.1 s0] repeat_phrase sess 4: ['c', 'p', 'r', 'r', 'r', 'r'] (513s)
+[poison shipped 0.1 s0] shuffled sess 4: ['r', 'r', 'r', 'r', 'r', 'r'] (518s)
+[poison shipped 0.1 s0] random sess 5: ['c', 'r', 'r', 'r', 'r', 'r'] (522s)
+[poison shipped 0.1 s0] repeat_token sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (526s)
+[poison shipped 0.1 s0] repeat_phrase sess 5: ['c', 'c', 'c', 'r', 'r', 'r'] (530s)
+[poison shipped 0.1 s0] shuffled sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (534s)
+[poison shipped 0.1 s0] random sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (538s)
+[poison shipped 0.1 s0] repeat_token sess 6: ['r', 'c', 'r', 'r', 'r', 'r'] (542s)
+[poison shipped 0.1 s0] repeat_phrase sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (546s)
+[poison shipped 0.1 s0] shuffled sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (550s)
+[poison shipped 0.1 s0] random sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (556s)
+[poison shipped 0.1 s0] repeat_token sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (561s)
+[poison shipped 0.1 s0] repeat_phrase sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (567s)
+[poison shipped 0.1 s0] shuffled sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (573s)
+done 573.0620150566101
diff --git a/experiments/logs/exp3_fpr_shipped_0.1_seed1.log b/experiments/logs/exp3_fpr_shipped_0.1_seed1.log
new file mode 100644
index 0000000000000000000000000000000000000000..19ae87d4004ebe45f942d262c5dac9d1e9fc247e
--- /dev/null
+++ b/experiments/logs/exp3_fpr_shipped_0.1_seed1.log
@@ -0,0 +1,63 @@
+[benign shipped 0.1 s1] sess 0: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (11s)
+[benign shipped 0.1 s1] sess 1: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c'] (21s)
+[benign shipped 0.1 s1] sess 2: ['c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (33s)
+[benign shipped 0.1 s1] sess 3: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (44s)
+[benign shipped 0.1 s1] sess 4: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (55s)
+[benign shipped 0.1 s1] sess 5: ['c', 'c', 'p', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'r'] (66s)
+[benign shipped 0.1 s1] sess 6: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'c', 'c', 'c'] (77s)
+[benign shipped 0.1 s1] sess 7: ['r', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r'] (88s)
+[benign shipped 0.1 s1] sess 8: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (101s)
+[benign shipped 0.1 s1] sess 9: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (112s)
+[benign shipped 0.1 s1] sess 10: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (122s)
+[benign shipped 0.1 s1] sess 11: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (132s)
+[benign shipped 0.1 s1] sess 12: ['c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c'] (143s)
+[benign shipped 0.1 s1] sess 13: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (154s)
+[benign shipped 0.1 s1] sess 14: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (164s)
+[benign shipped 0.1 s1] sess 15: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c'] (174s)
+[benign shipped 0.1 s1] sess 16: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (184s)
+[benign shipped 0.1 s1] sess 17: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'p'] (195s)
+[benign shipped 0.1 s1] sess 18: ['c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'p', 'c', 'c'] (205s)
+[benign shipped 0.1 s1] sess 19: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c'] (215s)
+[benign shipped 0.1 s1] sess 20: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (226s)
+[benign shipped 0.1 s1] sess 21: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c'] (237s)
+[benign shipped 0.1 s1] sess 22: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'r', 'r', 'r'] (248s)
+[benign shipped 0.1 s1] sess 23: ['c', 'c', 'p', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (260s)
+[benign shipped 0.1 s1] sess 24: ['c', 'c', 'r', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (276s)
+[benign shipped 0.1 s1] sess 25: ['c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (292s)
+[benign shipped 0.1 s1] sess 26: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (304s)
+[benign shipped 0.1 s1] sess 27: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (320s)
+[benign shipped 0.1 s1] sess 28: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c'] (334s)
+[benign shipped 0.1 s1] sess 29: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (349s)
+[poison shipped 0.1 s1] random sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (353s)
+[poison shipped 0.1 s1] repeat_token sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (358s)
+[poison shipped 0.1 s1] repeat_phrase sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (363s)
+[poison shipped 0.1 s1] shuffled sess 0: ['c', 'p', 'r', 'r', 'r', 'r'] (368s)
+[poison shipped 0.1 s1] random sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (373s)
+[poison shipped 0.1 s1] repeat_token sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (377s)
+[poison shipped 0.1 s1] repeat_phrase sess 1: ['c', 'p', 'c', 'r', 'r', 'r'] (384s)
+[poison shipped 0.1 s1] shuffled sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (388s)
+[poison shipped 0.1 s1] random sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (396s)
+[poison shipped 0.1 s1] repeat_token sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (405s)
+[poison shipped 0.1 s1] repeat_phrase sess 2: ['c', 'c', 'c', 'r', 'r', 'r'] (410s)
+[poison shipped 0.1 s1] shuffled sess 2: ['r', 'r', 'r', 'r', 'r', 'r'] (414s)
+[poison shipped 0.1 s1] random sess 3: ['c', 'p', 'r', 'r', 'r', 'r'] (420s)
+[poison shipped 0.1 s1] repeat_token sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (427s)
+[poison shipped 0.1 s1] repeat_phrase sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (434s)
+[poison shipped 0.1 s1] shuffled sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (439s)
+[poison shipped 0.1 s1] random sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (444s)
+[poison shipped 0.1 s1] repeat_token sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (449s)
+[poison shipped 0.1 s1] repeat_phrase sess 4: ['c', 'c', 'r', 'c', 'r', 'r'] (454s)
+[poison shipped 0.1 s1] shuffled sess 4: ['r', 'c', 'r', 'r', 'r', 'r'] (459s)
+[poison shipped 0.1 s1] random sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (463s)
+[poison shipped 0.1 s1] repeat_token sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (472s)
+[poison shipped 0.1 s1] repeat_phrase sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (477s)
+[poison shipped 0.1 s1] shuffled sess 5: ['r', 'c', 'r', 'r', 'r', 'r'] (483s)
+[poison shipped 0.1 s1] random sess 6: ['r', 'c', 'r', 'r', 'r', 'r'] (489s)
+[poison shipped 0.1 s1] repeat_token sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (494s)
+[poison shipped 0.1 s1] repeat_phrase sess 6: ['r', 'c', 'r', 'r', 'r', 'r'] (498s)
+[poison shipped 0.1 s1] shuffled sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (503s)
+[poison shipped 0.1 s1] random sess 7: ['r', 'c', 'r', 'r', 'r', 'r'] (508s)
+[poison shipped 0.1 s1] repeat_token sess 7: ['c', 'c', 'c', 'r', 'r', 'r'] (513s)
+[poison shipped 0.1 s1] repeat_phrase sess 7: ['c', 'c', 'c', 'r', 'r', 'r'] (518s)
+[poison shipped 0.1 s1] shuffled sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (523s)
+done 522.950658082962
diff --git a/experiments/logs/exp3_fpr_shipped_0.1_seed2.log b/experiments/logs/exp3_fpr_shipped_0.1_seed2.log
new file mode 100644
index 0000000000000000000000000000000000000000..c6e0fd6661b16456f218ceb90e56a6886f0817ab
--- /dev/null
+++ b/experiments/logs/exp3_fpr_shipped_0.1_seed2.log
@@ -0,0 +1,63 @@
+[benign shipped 0.1 s2] sess 0: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c'] (15s)
+[benign shipped 0.1 s2] sess 1: ['r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (30s)
+[benign shipped 0.1 s2] sess 2: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c'] (44s)
+[benign shipped 0.1 s2] sess 3: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'r'] (57s)
+[benign shipped 0.1 s2] sess 4: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (69s)
+[benign shipped 0.1 s2] sess 5: ['c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (82s)
+[benign shipped 0.1 s2] sess 6: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (93s)
+[benign shipped 0.1 s2] sess 7: ['c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (103s)
+[benign shipped 0.1 s2] sess 8: ['r', 'c', 'c', 'r', 'c', 'r', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (114s)
+[benign shipped 0.1 s2] sess 9: ['c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (125s)
+[benign shipped 0.1 s2] sess 10: ['c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c'] (135s)
+[benign shipped 0.1 s2] sess 11: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c'] (145s)
+[benign shipped 0.1 s2] sess 12: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (156s)
+[benign shipped 0.1 s2] sess 13: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r'] (168s)
+[benign shipped 0.1 s2] sess 14: ['r', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (179s)
+[benign shipped 0.1 s2] sess 15: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (190s)
+[benign shipped 0.1 s2] sess 16: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (199s)
+[benign shipped 0.1 s2] sess 17: ['c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (210s)
+[benign shipped 0.1 s2] sess 18: ['r', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (219s)
+[benign shipped 0.1 s2] sess 19: ['r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c'] (230s)
+[benign shipped 0.1 s2] sess 20: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (240s)
+[benign shipped 0.1 s2] sess 21: ['c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (250s)
+[benign shipped 0.1 s2] sess 22: ['c', 'c', 'c', 'p', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (261s)
+[benign shipped 0.1 s2] sess 23: ['c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (272s)
+[benign shipped 0.1 s2] sess 24: ['c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c'] (282s)
+[benign shipped 0.1 s2] sess 25: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c'] (292s)
+[benign shipped 0.1 s2] sess 26: ['c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (303s)
+[benign shipped 0.1 s2] sess 27: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (314s)
+[benign shipped 0.1 s2] sess 28: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (324s)
+[benign shipped 0.1 s2] sess 29: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (334s)
+[poison shipped 0.1 s2] random sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (338s)
+[poison shipped 0.1 s2] repeat_token sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (342s)
+[poison shipped 0.1 s2] repeat_phrase sess 0: ['r', 'c', 'c', 'r', 'r', 'r'] (346s)
+[poison shipped 0.1 s2] shuffled sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (350s)
+[poison shipped 0.1 s2] random sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (355s)
+[poison shipped 0.1 s2] repeat_token sess 1: ['c', 'p', 'r', 'r', 'r', 'r'] (359s)
+[poison shipped 0.1 s2] repeat_phrase sess 1: ['c', 'c', 'c', 'r', 'r', 'r'] (363s)
+[poison shipped 0.1 s2] shuffled sess 1: ['r', 'c', 'r', 'r', 'r', 'r'] (367s)
+[poison shipped 0.1 s2] random sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (372s)
+[poison shipped 0.1 s2] repeat_token sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (376s)
+[poison shipped 0.1 s2] repeat_phrase sess 2: ['c', 'c', 'c', 'r', 'r', 'r'] (380s)
+[poison shipped 0.1 s2] shuffled sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (384s)
+[poison shipped 0.1 s2] random sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (388s)
+[poison shipped 0.1 s2] repeat_token sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (392s)
+[poison shipped 0.1 s2] repeat_phrase sess 3: ['c', 'c', 'c', 'r', 'r', 'r'] (396s)
+[poison shipped 0.1 s2] shuffled sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (400s)
+[poison shipped 0.1 s2] random sess 4: ['r', 'c', 'r', 'r', 'r', 'r'] (403s)
+[poison shipped 0.1 s2] repeat_token sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (407s)
+[poison shipped 0.1 s2] repeat_phrase sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (411s)
+[poison shipped 0.1 s2] shuffled sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (415s)
+[poison shipped 0.1 s2] random sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (419s)
+[poison shipped 0.1 s2] repeat_token sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (422s)
+[poison shipped 0.1 s2] repeat_phrase sess 5: ['r', 'c', 'c', 'r', 'r', 'r'] (427s)
+[poison shipped 0.1 s2] shuffled sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (432s)
+[poison shipped 0.1 s2] random sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (436s)
+[poison shipped 0.1 s2] repeat_token sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (441s)
+[poison shipped 0.1 s2] repeat_phrase sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (445s)
+[poison shipped 0.1 s2] shuffled sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (448s)
+[poison shipped 0.1 s2] random sess 7: ['r', 'c', 'r', 'r', 'r', 'r'] (453s)
+[poison shipped 0.1 s2] repeat_token sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (457s)
+[poison shipped 0.1 s2] repeat_phrase sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (461s)
+[poison shipped 0.1 s2] shuffled sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (465s)
+done 464.7670660018921
diff --git a/experiments/logs/exp3_fpr_shipped_0.2_seed0.log b/experiments/logs/exp3_fpr_shipped_0.2_seed0.log
new file mode 100644
index 0000000000000000000000000000000000000000..e33310dd4e404f5cff3cddbc6803ac3f733bcd2d
--- /dev/null
+++ b/experiments/logs/exp3_fpr_shipped_0.2_seed0.log
@@ -0,0 +1,63 @@
+[benign shipped 0.2 s0] sess 0: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (9s)
+[benign shipped 0.2 s0] sess 1: ['r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (19s)
+[benign shipped 0.2 s0] sess 2: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c'] (28s)
+[benign shipped 0.2 s0] sess 3: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (38s)
+[benign shipped 0.2 s0] sess 4: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c'] (48s)
+[benign shipped 0.2 s0] sess 5: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (58s)
+[benign shipped 0.2 s0] sess 6: ['c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (70s)
+[benign shipped 0.2 s0] sess 7: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (80s)
+[benign shipped 0.2 s0] sess 8: ['c', 'r', 'c', 'c', 'c', 'r', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (89s)
+[benign shipped 0.2 s0] sess 9: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r'] (99s)
+[benign shipped 0.2 s0] sess 10: ['r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r'] (109s)
+[benign shipped 0.2 s0] sess 11: ['c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (120s)
+[benign shipped 0.2 s0] sess 12: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r'] (134s)
+[benign shipped 0.2 s0] sess 13: ['r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (147s)
+[benign shipped 0.2 s0] sess 14: ['c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (166s)
+[benign shipped 0.2 s0] sess 15: ['c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (178s)
+[benign shipped 0.2 s0] sess 16: ['c', 'r', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r'] (191s)
+[benign shipped 0.2 s0] sess 17: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c'] (206s)
+[benign shipped 0.2 s0] sess 18: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (217s)
+[benign shipped 0.2 s0] sess 19: ['r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (229s)
+[benign shipped 0.2 s0] sess 20: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (243s)
+[benign shipped 0.2 s0] sess 21: ['c', 'c', 'r', 'c', 'c', 'c', 'c', 'r', 'r', 'c', 'r', 'c', 'c', 'c', 'c', 'c'] (256s)
+[benign shipped 0.2 s0] sess 22: ['c', 'r', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (267s)
+[benign shipped 0.2 s0] sess 23: ['c', 'c', 'c', 'r', 'c', 'c', 'c', 'p', 'p', 'r', 'c', 'c', 'c', 'c', 'c', 'c'] (290s)
+[benign shipped 0.2 s0] sess 24: ['c', 'c', 'r', 'c', 'c', 'r', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (310s)
+[benign shipped 0.2 s0] sess 25: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'r', 'r'] (328s)
+[benign shipped 0.2 s0] sess 26: ['c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r'] (349s)
+[benign shipped 0.2 s0] sess 27: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r'] (366s)
+[benign shipped 0.2 s0] sess 28: ['c', 'c', 'c', 'r', 'r', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c'] (386s)
+[benign shipped 0.2 s0] sess 29: ['c', 'r', 'r', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'r'] (406s)
+[poison shipped 0.2 s0] random sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (410s)
+[poison shipped 0.2 s0] repeat_token sess 0: ['c', 'r', 'r', 'r', 'r', 'r'] (414s)
+[poison shipped 0.2 s0] repeat_phrase sess 0: ['r', 'c', 'r', 'r', 'r', 'r'] (418s)
+[poison shipped 0.2 s0] shuffled sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (425s)
+[poison shipped 0.2 s0] random sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (430s)
+[poison shipped 0.2 s0] repeat_token sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (434s)
+[poison shipped 0.2 s0] repeat_phrase sess 1: ['c', 'r', 'r', 'r', 'r', 'r'] (439s)
+[poison shipped 0.2 s0] shuffled sess 1: ['r', 'c', 'r', 'r', 'r', 'r'] (444s)
+[poison shipped 0.2 s0] random sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (450s)
+[poison shipped 0.2 s0] repeat_token sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (455s)
+[poison shipped 0.2 s0] repeat_phrase sess 2: ['c', 'c', 'c', 'r', 'r', 'r'] (460s)
+[poison shipped 0.2 s0] shuffled sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (464s)
+[poison shipped 0.2 s0] random sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (468s)
+[poison shipped 0.2 s0] repeat_token sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (472s)
+[poison shipped 0.2 s0] repeat_phrase sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (476s)
+[poison shipped 0.2 s0] shuffled sess 3: ['r', 'c', 'r', 'r', 'r', 'r'] (481s)
+[poison shipped 0.2 s0] random sess 4: ['r', 'r', 'r', 'r', 'r', 'r'] (486s)
+[poison shipped 0.2 s0] repeat_token sess 4: ['c', 'r', 'r', 'r', 'r', 'r'] (492s)
+[poison shipped 0.2 s0] repeat_phrase sess 4: ['c', 'p', 'r', 'r', 'r', 'r'] (497s)
+[poison shipped 0.2 s0] shuffled sess 4: ['r', 'r', 'r', 'r', 'r', 'r'] (502s)
+[poison shipped 0.2 s0] random sess 5: ['c', 'r', 'r', 'r', 'r', 'r'] (507s)
+[poison shipped 0.2 s0] repeat_token sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (511s)
+[poison shipped 0.2 s0] repeat_phrase sess 5: ['r', 'c', 'r', 'r', 'r', 'r'] (516s)
+[poison shipped 0.2 s0] shuffled sess 5: ['c', 'r', 'r', 'r', 'r', 'r'] (520s)
+[poison shipped 0.2 s0] random sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (524s)
+[poison shipped 0.2 s0] repeat_token sess 6: ['r', 'c', 'r', 'r', 'r', 'r'] (527s)
+[poison shipped 0.2 s0] repeat_phrase sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (531s)
+[poison shipped 0.2 s0] shuffled sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (535s)
+[poison shipped 0.2 s0] random sess 7: ['c', 'r', 'r', 'r', 'r', 'r'] (539s)
+[poison shipped 0.2 s0] repeat_token sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (543s)
+[poison shipped 0.2 s0] repeat_phrase sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (546s)
+[poison shipped 0.2 s0] shuffled sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (551s)
+done 550.5685319900513
diff --git a/experiments/logs/exp3_fpr_shipped_0.2_seed1.log b/experiments/logs/exp3_fpr_shipped_0.2_seed1.log
new file mode 100644
index 0000000000000000000000000000000000000000..e528a732db928cf375831a599f65ecb90a98660e
--- /dev/null
+++ b/experiments/logs/exp3_fpr_shipped_0.2_seed1.log
@@ -0,0 +1,63 @@
+[benign shipped 0.2 s1] sess 0: ['c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (15s)
+[benign shipped 0.2 s1] sess 1: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'c', 'c', 'c', 'c', 'c'] (28s)
+[benign shipped 0.2 s1] sess 2: ['c', 'c', 'p', 'c', 'c', 'c', 'r', 'r', 'p', 'c', 'c', 'c', 'r', 'r', 'c', 'c'] (38s)
+[benign shipped 0.2 s1] sess 3: ['c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (48s)
+[benign shipped 0.2 s1] sess 4: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (59s)
+[benign shipped 0.2 s1] sess 5: ['c', 'c', 'p', 'c', 'c', 'r', 'c', 'p', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c'] (69s)
+[benign shipped 0.2 s1] sess 6: ['r', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (79s)
+[benign shipped 0.2 s1] sess 7: ['r', 'c', 'c', 'c', 'r', 'r', 'c', 'p', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r'] (89s)
+[benign shipped 0.2 s1] sess 8: ['c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (103s)
+[benign shipped 0.2 s1] sess 9: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (118s)
+[benign shipped 0.2 s1] sess 10: ['c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (128s)
+[benign shipped 0.2 s1] sess 11: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (140s)
+[benign shipped 0.2 s1] sess 12: ['c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c'] (151s)
+[benign shipped 0.2 s1] sess 13: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (161s)
+[benign shipped 0.2 s1] sess 14: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (171s)
+[benign shipped 0.2 s1] sess 15: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c'] (181s)
+[benign shipped 0.2 s1] sess 16: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (192s)
+[benign shipped 0.2 s1] sess 17: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'r', 'r'] (204s)
+[benign shipped 0.2 s1] sess 18: ['c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'p', 'c', 'c'] (215s)
+[benign shipped 0.2 s1] sess 19: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'r', 'c'] (225s)
+[benign shipped 0.2 s1] sess 20: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (236s)
+[benign shipped 0.2 s1] sess 21: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'r', 'c', 'c', 'c', 'c'] (246s)
+[benign shipped 0.2 s1] sess 22: ['r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'r', 'r', 'r', 'r'] (259s)
+[benign shipped 0.2 s1] sess 23: ['r', 'c', 'p', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c'] (274s)
+[benign shipped 0.2 s1] sess 24: ['c', 'c', 'r', 'r', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (288s)
+[benign shipped 0.2 s1] sess 25: ['c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (301s)
+[benign shipped 0.2 s1] sess 26: ['c', 'c', 'c', 'c', 'c', 'r', 'p', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (314s)
+[benign shipped 0.2 s1] sess 27: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c'] (327s)
+[benign shipped 0.2 s1] sess 28: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c'] (341s)
+[benign shipped 0.2 s1] sess 29: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (355s)
+[poison shipped 0.2 s1] random sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (359s)
+[poison shipped 0.2 s1] repeat_token sess 0: ['c', 'r', 'r', 'r', 'r', 'r'] (364s)
+[poison shipped 0.2 s1] repeat_phrase sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (370s)
+[poison shipped 0.2 s1] shuffled sess 0: ['c', 'p', 'r', 'r', 'r', 'r'] (376s)
+[poison shipped 0.2 s1] random sess 1: ['r', 'c', 'r', 'r', 'r', 'r'] (381s)
+[poison shipped 0.2 s1] repeat_token sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (386s)
+[poison shipped 0.2 s1] repeat_phrase sess 1: ['c', 'p', 'r', 'r', 'r', 'r'] (391s)
+[poison shipped 0.2 s1] shuffled sess 1: ['c', 'r', 'r', 'r', 'r', 'r'] (396s)
+[poison shipped 0.2 s1] random sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (401s)
+[poison shipped 0.2 s1] repeat_token sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (407s)
+[poison shipped 0.2 s1] repeat_phrase sess 2: ['r', 'c', 'r', 'r', 'r', 'r'] (411s)
+[poison shipped 0.2 s1] shuffled sess 2: ['r', 'r', 'r', 'r', 'r', 'r'] (415s)
+[poison shipped 0.2 s1] random sess 3: ['c', 'p', 'r', 'r', 'r', 'r'] (420s)
+[poison shipped 0.2 s1] repeat_token sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (424s)
+[poison shipped 0.2 s1] repeat_phrase sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (428s)
+[poison shipped 0.2 s1] shuffled sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (434s)
+[poison shipped 0.2 s1] random sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (440s)
+[poison shipped 0.2 s1] repeat_token sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (444s)
+[poison shipped 0.2 s1] repeat_phrase sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (449s)
+[poison shipped 0.2 s1] shuffled sess 4: ['r', 'r', 'r', 'r', 'r', 'r'] (453s)
+[poison shipped 0.2 s1] random sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (458s)
+[poison shipped 0.2 s1] repeat_token sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (463s)
+[poison shipped 0.2 s1] repeat_phrase sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (467s)
+[poison shipped 0.2 s1] shuffled sess 5: ['r', 'r', 'r', 'r', 'r', 'r'] (472s)
+[poison shipped 0.2 s1] random sess 6: ['r', 'c', 'r', 'r', 'r', 'r'] (477s)
+[poison shipped 0.2 s1] repeat_token sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (481s)
+[poison shipped 0.2 s1] repeat_phrase sess 6: ['r', 'c', 'r', 'r', 'r', 'r'] (485s)
+[poison shipped 0.2 s1] shuffled sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (491s)
+[poison shipped 0.2 s1] random sess 7: ['r', 'c', 'r', 'r', 'r', 'r'] (496s)
+[poison shipped 0.2 s1] repeat_token sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (504s)
+[poison shipped 0.2 s1] repeat_phrase sess 7: ['c', 'c', 'c', 'r', 'r', 'r'] (509s)
+[poison shipped 0.2 s1] shuffled sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (514s)
+done 514.2863168716431
diff --git a/experiments/logs/exp3_fpr_shipped_0.2_seed2.log b/experiments/logs/exp3_fpr_shipped_0.2_seed2.log
new file mode 100644
index 0000000000000000000000000000000000000000..97d9064720c72a56fc8c2d05992139a971336ebe
--- /dev/null
+++ b/experiments/logs/exp3_fpr_shipped_0.2_seed2.log
@@ -0,0 +1,63 @@
+[benign shipped 0.2 s2] sess 0: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c'] (13s)
+[benign shipped 0.2 s2] sess 1: ['r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c'] (26s)
+[benign shipped 0.2 s2] sess 2: ['c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c'] (40s)
+[benign shipped 0.2 s2] sess 3: ['c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'r'] (51s)
+[benign shipped 0.2 s2] sess 4: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c'] (62s)
+[benign shipped 0.2 s2] sess 5: ['c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c'] (75s)
+[benign shipped 0.2 s2] sess 6: ['r', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (85s)
+[benign shipped 0.2 s2] sess 7: ['r', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (97s)
+[benign shipped 0.2 s2] sess 8: ['r', 'c', 'c', 'r', 'c', 'r', 'r', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (107s)
+[benign shipped 0.2 s2] sess 9: ['r', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (117s)
+[benign shipped 0.2 s2] sess 10: ['c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c'] (128s)
+[benign shipped 0.2 s2] sess 11: ['r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'c', 'c', 'c', 'c'] (139s)
+[benign shipped 0.2 s2] sess 12: ['c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (150s)
+[benign shipped 0.2 s2] sess 13: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r'] (160s)
+[benign shipped 0.2 s2] sess 14: ['r', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (170s)
+[benign shipped 0.2 s2] sess 15: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (181s)
+[benign shipped 0.2 s2] sess 16: ['c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (191s)
+[benign shipped 0.2 s2] sess 17: ['c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (201s)
+[benign shipped 0.2 s2] sess 18: ['r', 'r', 'r', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (211s)
+[benign shipped 0.2 s2] sess 19: ['r', 'r', 'c', 'c', 'c', 'c', 'r', 'c', 'r', 'c', 'c', 'r', 'c', 'c', 'c', 'c'] (221s)
+[benign shipped 0.2 s2] sess 20: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (231s)
+[benign shipped 0.2 s2] sess 21: ['c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (240s)
+[benign shipped 0.2 s2] sess 22: ['r', 'c', 'c', 'p', 'r', 'c', 'r', 'c', 'r', 'c', 'p', 'c', 'c', 'r', 'r', 'c'] (251s)
+[benign shipped 0.2 s2] sess 23: ['c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (262s)
+[benign shipped 0.2 s2] sess 24: ['c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'r', 'c', 'c', 'r', 'r', 'c', 'c', 'c'] (273s)
+[benign shipped 0.2 s2] sess 25: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c'] (282s)
+[benign shipped 0.2 s2] sess 26: ['c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (295s)
+[benign shipped 0.2 s2] sess 27: ['r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'r', 'r', 'c', 'p', 'c', 'c'] (305s)
+[benign shipped 0.2 s2] sess 28: ['r', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (315s)
+[benign shipped 0.2 s2] sess 29: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (325s)
+[poison shipped 0.2 s2] random sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (328s)
+[poison shipped 0.2 s2] repeat_token sess 0: ['r', 'r', 'r', 'r', 'r', 'r'] (332s)
+[poison shipped 0.2 s2] repeat_phrase sess 0: ['r', 'r', 'c', 'r', 'r', 'r'] (336s)
+[poison shipped 0.2 s2] shuffled sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (340s)
+[poison shipped 0.2 s2] random sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (344s)
+[poison shipped 0.2 s2] repeat_token sess 1: ['c', 'p', 'r', 'r', 'r', 'r'] (349s)
+[poison shipped 0.2 s2] repeat_phrase sess 1: ['c', 'r', 'r', 'r', 'r', 'r'] (353s)
+[poison shipped 0.2 s2] shuffled sess 1: ['r', 'c', 'r', 'r', 'r', 'r'] (357s)
+[poison shipped 0.2 s2] random sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (361s)
+[poison shipped 0.2 s2] repeat_token sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (365s)
+[poison shipped 0.2 s2] repeat_phrase sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (369s)
+[poison shipped 0.2 s2] shuffled sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (373s)
+[poison shipped 0.2 s2] random sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (376s)
+[poison shipped 0.2 s2] repeat_token sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (380s)
+[poison shipped 0.2 s2] repeat_phrase sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (384s)
+[poison shipped 0.2 s2] shuffled sess 3: ['c', 'r', 'r', 'r', 'r', 'r'] (388s)
+[poison shipped 0.2 s2] random sess 4: ['r', 'c', 'r', 'r', 'r', 'r'] (392s)
+[poison shipped 0.2 s2] repeat_token sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (396s)
+[poison shipped 0.2 s2] repeat_phrase sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (400s)
+[poison shipped 0.2 s2] shuffled sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (404s)
+[poison shipped 0.2 s2] random sess 5: ['c', 'r', 'r', 'r', 'r', 'r'] (408s)
+[poison shipped 0.2 s2] repeat_token sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (412s)
+[poison shipped 0.2 s2] repeat_phrase sess 5: ['r', 'c', 'c', 'r', 'r', 'r'] (416s)
+[poison shipped 0.2 s2] shuffled sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (420s)
+[poison shipped 0.2 s2] random sess 6: ['r', 'c', 'r', 'r', 'r', 'r'] (424s)
+[poison shipped 0.2 s2] repeat_token sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (428s)
+[poison shipped 0.2 s2] repeat_phrase sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (432s)
+[poison shipped 0.2 s2] shuffled sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (436s)
+[poison shipped 0.2 s2] random sess 7: ['r', 'c', 'r', 'r', 'r', 'r'] (440s)
+[poison shipped 0.2 s2] repeat_token sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (445s)
+[poison shipped 0.2 s2] repeat_phrase sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (449s)
+[poison shipped 0.2 s2] shuffled sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (453s)
+done 452.7402346134186
diff --git a/experiments/logs/exp3_fpr_shipped_shipped_seed0.log b/experiments/logs/exp3_fpr_shipped_shipped_seed0.log
new file mode 100644
index 0000000000000000000000000000000000000000..37535e7982ae1ddcd34ed6139257eea9f5cf7f79
--- /dev/null
+++ b/experiments/logs/exp3_fpr_shipped_shipped_seed0.log
@@ -0,0 +1,63 @@
+[benign shipped shipped s0] sess 0: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (14s)
+[benign shipped shipped s0] sess 1: ['r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (24s)
+[benign shipped shipped s0] sess 2: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (34s)
+[benign shipped shipped s0] sess 3: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (46s)
+[benign shipped shipped s0] sess 4: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (61s)
+[benign shipped shipped s0] sess 5: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (73s)
+[benign shipped shipped s0] sess 6: ['c', 'c', 'c', 'c', 'c', 'p', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (84s)
+[benign shipped shipped s0] sess 7: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (94s)
+[benign shipped shipped s0] sess 8: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (105s)
+[benign shipped shipped s0] sess 9: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r'] (116s)
+[benign shipped shipped s0] sess 10: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (127s)
+[benign shipped shipped s0] sess 11: ['c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (138s)
+[benign shipped shipped s0] sess 12: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r'] (149s)
+[benign shipped shipped s0] sess 13: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (159s)
+[benign shipped shipped s0] sess 14: ['c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (169s)
+[benign shipped shipped s0] sess 15: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (179s)
+[benign shipped shipped s0] sess 16: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r'] (190s)
+[benign shipped shipped s0] sess 17: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (200s)
+[benign shipped shipped s0] sess 18: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (211s)
+[benign shipped shipped s0] sess 19: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (221s)
+[benign shipped shipped s0] sess 20: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (230s)
+[benign shipped shipped s0] sess 21: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c'] (240s)
+[benign shipped shipped s0] sess 22: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (249s)
+[benign shipped shipped s0] sess 23: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'r', 'c', 'c', 'c', 'c', 'c', 'c'] (261s)
+[benign shipped shipped s0] sess 24: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (272s)
+[benign shipped shipped s0] sess 25: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (282s)
+[benign shipped shipped s0] sess 26: ['c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (291s)
+[benign shipped shipped s0] sess 27: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r'] (302s)
+[benign shipped shipped s0] sess 28: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c'] (312s)
+[benign shipped shipped s0] sess 29: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (323s)
+[poison shipped shipped s0] random sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (327s)
+[poison shipped shipped s0] repeat_token sess 0: ['c', 'r', 'r', 'r', 'r', 'r'] (330s)
+[poison shipped shipped s0] repeat_phrase sess 0: ['c', 'c', 'c', 'r', 'r', 'r'] (334s)
+[poison shipped shipped s0] shuffled sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (337s)
+[poison shipped shipped s0] random sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (341s)
+[poison shipped shipped s0] repeat_token sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (345s)
+[poison shipped shipped s0] repeat_phrase sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (350s)
+[poison shipped shipped s0] shuffled sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (355s)
+[poison shipped shipped s0] random sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (360s)
+[poison shipped shipped s0] repeat_token sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (364s)
+[poison shipped shipped s0] repeat_phrase sess 2: ['c', 'c', 'c', 'r', 'r', 'r'] (367s)
+[poison shipped shipped s0] shuffled sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (371s)
+[poison shipped shipped s0] random sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (374s)
+[poison shipped shipped s0] repeat_token sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (378s)
+[poison shipped shipped s0] repeat_phrase sess 3: ['c', 'c', 'c', 'r', 'r', 'r'] (382s)
+[poison shipped shipped s0] shuffled sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (386s)
+[poison shipped shipped s0] random sess 4: ['c', 'p', 'r', 'r', 'r', 'r'] (390s)
+[poison shipped shipped s0] repeat_token sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (393s)
+[poison shipped shipped s0] repeat_phrase sess 4: ['c', 'p', 'r', 'r', 'r', 'r'] (397s)
+[poison shipped shipped s0] shuffled sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (401s)
+[poison shipped shipped s0] random sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (405s)
+[poison shipped shipped s0] repeat_token sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (409s)
+[poison shipped shipped s0] repeat_phrase sess 5: ['c', 'c', 'c', 'r', 'r', 'r'] (413s)
+[poison shipped shipped s0] shuffled sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (416s)
+[poison shipped shipped s0] random sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (420s)
+[poison shipped shipped s0] repeat_token sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (423s)
+[poison shipped shipped s0] repeat_phrase sess 6: ['c', 'c', 'c', 'r', 'r', 'r'] (428s)
+[poison shipped shipped s0] shuffled sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (432s)
+[poison shipped shipped s0] random sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (435s)
+[poison shipped shipped s0] repeat_token sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (439s)
+[poison shipped shipped s0] repeat_phrase sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (443s)
+[poison shipped shipped s0] shuffled sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (446s)
+done 446.2603175640106
diff --git a/experiments/logs/exp3_fpr_shipped_shipped_seed1.log b/experiments/logs/exp3_fpr_shipped_shipped_seed1.log
new file mode 100644
index 0000000000000000000000000000000000000000..329204769f3752fe3fd57632576dfaf64fcb654b
--- /dev/null
+++ b/experiments/logs/exp3_fpr_shipped_shipped_seed1.log
@@ -0,0 +1,63 @@
+[benign shipped shipped s1] sess 0: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (12s)
+[benign shipped shipped s1] sess 1: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (23s)
+[benign shipped shipped s1] sess 2: ['c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (33s)
+[benign shipped shipped s1] sess 3: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (56s)
+[benign shipped shipped s1] sess 4: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (69s)
+[benign shipped shipped s1] sess 5: ['c', 'c', 'p', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c'] (82s)
+[benign shipped shipped s1] sess 6: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'p', 'c', 'c', 'c', 'c'] (94s)
+[benign shipped shipped s1] sess 7: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r'] (105s)
+[benign shipped shipped s1] sess 8: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (117s)
+[benign shipped shipped s1] sess 9: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (127s)
+[benign shipped shipped s1] sess 10: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (139s)
+[benign shipped shipped s1] sess 11: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (149s)
+[benign shipped shipped s1] sess 12: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c'] (162s)
+[benign shipped shipped s1] sess 13: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (172s)
+[benign shipped shipped s1] sess 14: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (184s)
+[benign shipped shipped s1] sess 15: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (194s)
+[benign shipped shipped s1] sess 16: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (205s)
+[benign shipped shipped s1] sess 17: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'p'] (216s)
+[benign shipped shipped s1] sess 18: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'p', 'c', 'c'] (226s)
+[benign shipped shipped s1] sess 19: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (237s)
+[benign shipped shipped s1] sess 20: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (249s)
+[benign shipped shipped s1] sess 21: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (259s)
+[benign shipped shipped s1] sess 22: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (270s)
+[benign shipped shipped s1] sess 23: ['c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (279s)
+[benign shipped shipped s1] sess 24: ['c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (289s)
+[benign shipped shipped s1] sess 25: ['c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (299s)
+[benign shipped shipped s1] sess 26: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (310s)
+[benign shipped shipped s1] sess 27: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (321s)
+[benign shipped shipped s1] sess 28: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c'] (331s)
+[benign shipped shipped s1] sess 29: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (341s)
+[poison shipped shipped s1] random sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (345s)
+[poison shipped shipped s1] repeat_token sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (349s)
+[poison shipped shipped s1] repeat_phrase sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (353s)
+[poison shipped shipped s1] shuffled sess 0: ['c', 'p', 'r', 'r', 'r', 'r'] (356s)
+[poison shipped shipped s1] random sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (360s)
+[poison shipped shipped s1] repeat_token sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (364s)
+[poison shipped shipped s1] repeat_phrase sess 1: ['c', 'p', 'c', 'r', 'r', 'r'] (367s)
+[poison shipped shipped s1] shuffled sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (371s)
+[poison shipped shipped s1] random sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (375s)
+[poison shipped shipped s1] repeat_token sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (378s)
+[poison shipped shipped s1] repeat_phrase sess 2: ['c', 'c', 'c', 'r', 'r', 'r'] (382s)
+[poison shipped shipped s1] shuffled sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (386s)
+[poison shipped shipped s1] random sess 3: ['c', 'p', 'r', 'r', 'r', 'r'] (390s)
+[poison shipped shipped s1] repeat_token sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (394s)
+[poison shipped shipped s1] repeat_phrase sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (398s)
+[poison shipped shipped s1] shuffled sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (402s)
+[poison shipped shipped s1] random sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (405s)
+[poison shipped shipped s1] repeat_token sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (409s)
+[poison shipped shipped s1] repeat_phrase sess 4: ['c', 'c', 'c', 'r', 'r', 'r'] (413s)
+[poison shipped shipped s1] shuffled sess 4: ['r', 'c', 'r', 'r', 'r', 'r'] (416s)
+[poison shipped shipped s1] random sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (420s)
+[poison shipped shipped s1] repeat_token sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (424s)
+[poison shipped shipped s1] repeat_phrase sess 5: ['c', 'c', 'c', 'r', 'r', 'r'] (428s)
+[poison shipped shipped s1] shuffled sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (432s)
+[poison shipped shipped s1] random sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (436s)
+[poison shipped shipped s1] repeat_token sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (439s)
+[poison shipped shipped s1] repeat_phrase sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (443s)
+[poison shipped shipped s1] shuffled sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (447s)
+[poison shipped shipped s1] random sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (450s)
+[poison shipped shipped s1] repeat_token sess 7: ['c', 'c', 'c', 'r', 'r', 'r'] (454s)
+[poison shipped shipped s1] repeat_phrase sess 7: ['c', 'c', 'c', 'r', 'r', 'r'] (458s)
+[poison shipped shipped s1] shuffled sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (462s)
+done 461.7177064418793
diff --git a/experiments/logs/exp3_fpr_shipped_shipped_seed2.log b/experiments/logs/exp3_fpr_shipped_shipped_seed2.log
new file mode 100644
index 0000000000000000000000000000000000000000..feefd0a48e629e0256a3fcec9d646033ae8a7eed
--- /dev/null
+++ b/experiments/logs/exp3_fpr_shipped_shipped_seed2.log
@@ -0,0 +1,63 @@
+[benign shipped shipped s2] sess 0: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (14s)
+[benign shipped shipped s2] sess 1: ['r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (25s)
+[benign shipped shipped s2] sess 2: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (35s)
+[benign shipped shipped s2] sess 3: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c'] (47s)
+[benign shipped shipped s2] sess 4: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (62s)
+[benign shipped shipped s2] sess 5: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (74s)
+[benign shipped shipped s2] sess 6: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (84s)
+[benign shipped shipped s2] sess 7: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (95s)
+[benign shipped shipped s2] sess 8: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (107s)
+[benign shipped shipped s2] sess 9: ['c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (118s)
+[benign shipped shipped s2] sess 10: ['c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (129s)
+[benign shipped shipped s2] sess 11: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c'] (141s)
+[benign shipped shipped s2] sess 12: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (152s)
+[benign shipped shipped s2] sess 13: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r'] (162s)
+[benign shipped shipped s2] sess 14: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (172s)
+[benign shipped shipped s2] sess 15: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (183s)
+[benign shipped shipped s2] sess 16: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (194s)
+[benign shipped shipped s2] sess 17: ['c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (205s)
+[benign shipped shipped s2] sess 18: ['c', 'r', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (216s)
+[benign shipped shipped s2] sess 19: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c'] (226s)
+[benign shipped shipped s2] sess 20: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (236s)
+[benign shipped shipped s2] sess 21: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (246s)
+[benign shipped shipped s2] sess 22: ['c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (256s)
+[benign shipped shipped s2] sess 23: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (268s)
+[benign shipped shipped s2] sess 24: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c'] (280s)
+[benign shipped shipped s2] sess 25: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c'] (290s)
+[benign shipped shipped s2] sess 26: ['c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (300s)
+[benign shipped shipped s2] sess 27: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (310s)
+[benign shipped shipped s2] sess 28: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r'] (320s)
+[benign shipped shipped s2] sess 29: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (330s)
+[poison shipped shipped s2] random sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (333s)
+[poison shipped shipped s2] repeat_token sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (337s)
+[poison shipped shipped s2] repeat_phrase sess 0: ['c', 'c', 'c', 'r', 'r', 'r'] (341s)
+[poison shipped shipped s2] shuffled sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (345s)
+[poison shipped shipped s2] random sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (348s)
+[poison shipped shipped s2] repeat_token sess 1: ['c', 'p', 'r', 'r', 'r', 'r'] (352s)
+[poison shipped shipped s2] repeat_phrase sess 1: ['c', 'c', 'c', 'r', 'r', 'r'] (356s)
+[poison shipped shipped s2] shuffled sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (360s)
+[poison shipped shipped s2] random sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (363s)
+[poison shipped shipped s2] repeat_token sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (367s)
+[poison shipped shipped s2] repeat_phrase sess 2: ['c', 'c', 'c', 'r', 'r', 'r'] (371s)
+[poison shipped shipped s2] shuffled sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (374s)
+[poison shipped shipped s2] random sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (378s)
+[poison shipped shipped s2] repeat_token sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (382s)
+[poison shipped shipped s2] repeat_phrase sess 3: ['c', 'c', 'c', 'r', 'r', 'r'] (386s)
+[poison shipped shipped s2] shuffled sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (389s)
+[poison shipped shipped s2] random sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (393s)
+[poison shipped shipped s2] repeat_token sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (397s)
+[poison shipped shipped s2] repeat_phrase sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (400s)
+[poison shipped shipped s2] shuffled sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (404s)
+[poison shipped shipped s2] random sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (408s)
+[poison shipped shipped s2] repeat_token sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (411s)
+[poison shipped shipped s2] repeat_phrase sess 5: ['c', 'c', 'c', 'r', 'r', 'r'] (415s)
+[poison shipped shipped s2] shuffled sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (418s)
+[poison shipped shipped s2] random sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (422s)
+[poison shipped shipped s2] repeat_token sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (426s)
+[poison shipped shipped s2] repeat_phrase sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (430s)
+[poison shipped shipped s2] shuffled sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (433s)
+[poison shipped shipped s2] random sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (437s)
+[poison shipped shipped s2] repeat_token sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (441s)
+[poison shipped shipped s2] repeat_phrase sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (444s)
+[poison shipped shipped s2] shuffled sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (448s)
+done 448.0867564678192
diff --git a/experiments/logs/exp3_fpr_statements_0.01_seed0.log b/experiments/logs/exp3_fpr_statements_0.01_seed0.log
new file mode 100644
index 0000000000000000000000000000000000000000..bd7c574c3afda85e2ecd7191537c7358f35551fd
--- /dev/null
+++ b/experiments/logs/exp3_fpr_statements_0.01_seed0.log
@@ -0,0 +1,63 @@
+[benign statements 0.01 s0] sess 0: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c'] (10s)
+[benign statements 0.01 s0] sess 1: ['r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (21s)
+[benign statements 0.01 s0] sess 2: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (31s)
+[benign statements 0.01 s0] sess 3: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (42s)
+[benign statements 0.01 s0] sess 4: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (52s)
+[benign statements 0.01 s0] sess 5: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (63s)
+[benign statements 0.01 s0] sess 6: ['c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (74s)
+[benign statements 0.01 s0] sess 7: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (84s)
+[benign statements 0.01 s0] sess 8: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (94s)
+[benign statements 0.01 s0] sess 9: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r'] (104s)
+[benign statements 0.01 s0] sess 10: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (116s)
+[benign statements 0.01 s0] sess 11: ['c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (130s)
+[benign statements 0.01 s0] sess 12: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r'] (143s)
+[benign statements 0.01 s0] sess 13: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (158s)
+[benign statements 0.01 s0] sess 14: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (174s)
+[benign statements 0.01 s0] sess 15: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (188s)
+[benign statements 0.01 s0] sess 16: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r'] (202s)
+[benign statements 0.01 s0] sess 17: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (213s)
+[benign statements 0.01 s0] sess 18: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (225s)
+[benign statements 0.01 s0] sess 19: ['p', 'c', 'c', 'c', 'p', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (239s)
+[benign statements 0.01 s0] sess 20: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (251s)
+[benign statements 0.01 s0] sess 21: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c'] (262s)
+[benign statements 0.01 s0] sess 22: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (280s)
+[benign statements 0.01 s0] sess 23: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c'] (301s)
+[benign statements 0.01 s0] sess 24: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c'] (321s)
+[benign statements 0.01 s0] sess 25: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (338s)
+[benign statements 0.01 s0] sess 26: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (358s)
+[benign statements 0.01 s0] sess 27: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r'] (379s)
+[benign statements 0.01 s0] sess 28: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (403s)
+[benign statements 0.01 s0] sess 29: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (417s)
+[poison statements 0.01 s0] random sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (421s)
+[poison statements 0.01 s0] repeat_token sess 0: ['c', 'r', 'r', 'r', 'r', 'r'] (427s)
+[poison statements 0.01 s0] repeat_phrase sess 0: ['c', 'c', 'c', 'r', 'r', 'r'] (433s)
+[poison statements 0.01 s0] shuffled sess 0: ['c', 'r', 'r', 'r', 'r', 'r'] (439s)
+[poison statements 0.01 s0] random sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (446s)
+[poison statements 0.01 s0] repeat_token sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (451s)
+[poison statements 0.01 s0] repeat_phrase sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (457s)
+[poison statements 0.01 s0] shuffled sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (461s)
+[poison statements 0.01 s0] random sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (465s)
+[poison statements 0.01 s0] repeat_token sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (470s)
+[poison statements 0.01 s0] repeat_phrase sess 2: ['c', 'c', 'c', 'r', 'r', 'r'] (475s)
+[poison statements 0.01 s0] shuffled sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (483s)
+[poison statements 0.01 s0] random sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (490s)
+[poison statements 0.01 s0] repeat_token sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (495s)
+[poison statements 0.01 s0] repeat_phrase sess 3: ['c', 'c', 'c', 'r', 'r', 'r'] (500s)
+[poison statements 0.01 s0] shuffled sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (505s)
+[poison statements 0.01 s0] random sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (509s)
+[poison statements 0.01 s0] repeat_token sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (514s)
+[poison statements 0.01 s0] repeat_phrase sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (519s)
+[poison statements 0.01 s0] shuffled sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (523s)
+[poison statements 0.01 s0] random sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (527s)
+[poison statements 0.01 s0] repeat_token sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (531s)
+[poison statements 0.01 s0] repeat_phrase sess 5: ['c', 'c', 'c', 'r', 'r', 'r'] (535s)
+[poison statements 0.01 s0] shuffled sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (539s)
+[poison statements 0.01 s0] random sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (543s)
+[poison statements 0.01 s0] repeat_token sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (547s)
+[poison statements 0.01 s0] repeat_phrase sess 6: ['c', 'c', 'c', 'r', 'r', 'r'] (551s)
+[poison statements 0.01 s0] shuffled sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (555s)
+[poison statements 0.01 s0] random sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (559s)
+[poison statements 0.01 s0] repeat_token sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (564s)
+[poison statements 0.01 s0] repeat_phrase sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (568s)
+[poison statements 0.01 s0] shuffled sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (572s)
+done 571.7999000549316
diff --git a/experiments/logs/exp3_fpr_statements_0.01_seed1.log b/experiments/logs/exp3_fpr_statements_0.01_seed1.log
new file mode 100644
index 0000000000000000000000000000000000000000..ca93b6c3f0ea930461333d38495a67c1d4acc00e
--- /dev/null
+++ b/experiments/logs/exp3_fpr_statements_0.01_seed1.log
@@ -0,0 +1,63 @@
+[benign statements 0.01 s1] sess 0: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (11s)
+[benign statements 0.01 s1] sess 1: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (21s)
+[benign statements 0.01 s1] sess 2: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (32s)
+[benign statements 0.01 s1] sess 3: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (43s)
+[benign statements 0.01 s1] sess 4: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (53s)
+[benign statements 0.01 s1] sess 5: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (64s)
+[benign statements 0.01 s1] sess 6: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (75s)
+[benign statements 0.01 s1] sess 7: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r'] (85s)
+[benign statements 0.01 s1] sess 8: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c'] (96s)
+[benign statements 0.01 s1] sess 9: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (108s)
+[benign statements 0.01 s1] sess 10: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (123s)
+[benign statements 0.01 s1] sess 11: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (135s)
+[benign statements 0.01 s1] sess 12: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (148s)
+[benign statements 0.01 s1] sess 13: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (160s)
+[benign statements 0.01 s1] sess 14: ['p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (170s)
+[benign statements 0.01 s1] sess 15: ['c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (181s)
+[benign statements 0.01 s1] sess 16: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (192s)
+[benign statements 0.01 s1] sess 17: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (204s)
+[benign statements 0.01 s1] sess 18: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (215s)
+[benign statements 0.01 s1] sess 19: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (227s)
+[benign statements 0.01 s1] sess 20: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (237s)
+[benign statements 0.01 s1] sess 21: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (249s)
+[benign statements 0.01 s1] sess 22: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'r', 'r', 'r'] (263s)
+[benign statements 0.01 s1] sess 23: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (277s)
+[benign statements 0.01 s1] sess 24: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (288s)
+[benign statements 0.01 s1] sess 25: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (301s)
+[benign statements 0.01 s1] sess 26: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (314s)
+[benign statements 0.01 s1] sess 27: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (326s)
+[benign statements 0.01 s1] sess 28: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (339s)
+[benign statements 0.01 s1] sess 29: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (351s)
+[poison statements 0.01 s1] random sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (356s)
+[poison statements 0.01 s1] repeat_token sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (361s)
+[poison statements 0.01 s1] repeat_phrase sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (367s)
+[poison statements 0.01 s1] shuffled sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (374s)
+[poison statements 0.01 s1] random sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (380s)
+[poison statements 0.01 s1] repeat_token sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (384s)
+[poison statements 0.01 s1] repeat_phrase sess 1: ['c', 'p', 'c', 'r', 'r', 'r'] (389s)
+[poison statements 0.01 s1] shuffled sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (395s)
+[poison statements 0.01 s1] random sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (399s)
+[poison statements 0.01 s1] repeat_token sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (406s)
+[poison statements 0.01 s1] repeat_phrase sess 2: ['c', 'c', 'c', 'r', 'r', 'r'] (414s)
+[poison statements 0.01 s1] shuffled sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (420s)
+[poison statements 0.01 s1] random sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (424s)
+[poison statements 0.01 s1] repeat_token sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (429s)
+[poison statements 0.01 s1] repeat_phrase sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (433s)
+[poison statements 0.01 s1] shuffled sess 3: ['c', 'p', 'r', 'r', 'r', 'r'] (441s)
+[poison statements 0.01 s1] random sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (446s)
+[poison statements 0.01 s1] repeat_token sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (450s)
+[poison statements 0.01 s1] repeat_phrase sess 4: ['c', 'c', 'c', 'r', 'r', 'r'] (455s)
+[poison statements 0.01 s1] shuffled sess 4: ['r', 'c', 'r', 'r', 'r', 'r'] (459s)
+[poison statements 0.01 s1] random sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (466s)
+[poison statements 0.01 s1] repeat_token sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (470s)
+[poison statements 0.01 s1] repeat_phrase sess 5: ['c', 'c', 'c', 'r', 'r', 'r'] (475s)
+[poison statements 0.01 s1] shuffled sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (479s)
+[poison statements 0.01 s1] random sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (484s)
+[poison statements 0.01 s1] repeat_token sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (489s)
+[poison statements 0.01 s1] repeat_phrase sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (494s)
+[poison statements 0.01 s1] shuffled sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (499s)
+[poison statements 0.01 s1] random sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (505s)
+[poison statements 0.01 s1] repeat_token sess 7: ['c', 'c', 'c', 'r', 'r', 'r'] (510s)
+[poison statements 0.01 s1] repeat_phrase sess 7: ['c', 'c', 'c', 'r', 'r', 'r'] (515s)
+[poison statements 0.01 s1] shuffled sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (521s)
+done 521.4651296138763
diff --git a/experiments/logs/exp3_fpr_statements_0.01_seed2.log b/experiments/logs/exp3_fpr_statements_0.01_seed2.log
new file mode 100644
index 0000000000000000000000000000000000000000..bfdab5e0afdfc5a194a661813feed97b486fd79d
--- /dev/null
+++ b/experiments/logs/exp3_fpr_statements_0.01_seed2.log
@@ -0,0 +1,63 @@
+[benign statements 0.01 s2] sess 0: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (15s)
+[benign statements 0.01 s2] sess 1: ['r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c'] (27s)
+[benign statements 0.01 s2] sess 2: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (39s)
+[benign statements 0.01 s2] sess 3: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c'] (52s)
+[benign statements 0.01 s2] sess 4: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (65s)
+[benign statements 0.01 s2] sess 5: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (74s)
+[benign statements 0.01 s2] sess 6: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (84s)
+[benign statements 0.01 s2] sess 7: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (94s)
+[benign statements 0.01 s2] sess 8: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (104s)
+[benign statements 0.01 s2] sess 9: ['c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (114s)
+[benign statements 0.01 s2] sess 10: ['c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (124s)
+[benign statements 0.01 s2] sess 11: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (134s)
+[benign statements 0.01 s2] sess 12: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (144s)
+[benign statements 0.01 s2] sess 13: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r'] (154s)
+[benign statements 0.01 s2] sess 14: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (164s)
+[benign statements 0.01 s2] sess 15: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (175s)
+[benign statements 0.01 s2] sess 16: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (184s)
+[benign statements 0.01 s2] sess 17: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (195s)
+[benign statements 0.01 s2] sess 18: ['c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (207s)
+[benign statements 0.01 s2] sess 19: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (217s)
+[benign statements 0.01 s2] sess 20: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (226s)
+[benign statements 0.01 s2] sess 21: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (237s)
+[benign statements 0.01 s2] sess 22: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (246s)
+[benign statements 0.01 s2] sess 23: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (256s)
+[benign statements 0.01 s2] sess 24: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (266s)
+[benign statements 0.01 s2] sess 25: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (275s)
+[benign statements 0.01 s2] sess 26: ['c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (284s)
+[benign statements 0.01 s2] sess 27: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (294s)
+[benign statements 0.01 s2] sess 28: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r'] (303s)
+[benign statements 0.01 s2] sess 29: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (313s)
+[poison statements 0.01 s2] random sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (316s)
+[poison statements 0.01 s2] repeat_token sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (320s)
+[poison statements 0.01 s2] repeat_phrase sess 0: ['c', 'c', 'c', 'r', 'r', 'r'] (323s)
+[poison statements 0.01 s2] shuffled sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (327s)
+[poison statements 0.01 s2] random sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (331s)
+[poison statements 0.01 s2] repeat_token sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (336s)
+[poison statements 0.01 s2] repeat_phrase sess 1: ['c', 'c', 'c', 'r', 'r', 'r'] (340s)
+[poison statements 0.01 s2] shuffled sess 1: ['p', 'c', 'r', 'r', 'r', 'r'] (344s)
+[poison statements 0.01 s2] random sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (347s)
+[poison statements 0.01 s2] repeat_token sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (351s)
+[poison statements 0.01 s2] repeat_phrase sess 2: ['c', 'c', 'c', 'r', 'r', 'r'] (355s)
+[poison statements 0.01 s2] shuffled sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (358s)
+[poison statements 0.01 s2] random sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (362s)
+[poison statements 0.01 s2] repeat_token sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (366s)
+[poison statements 0.01 s2] repeat_phrase sess 3: ['c', 'c', 'c', 'r', 'r', 'r'] (370s)
+[poison statements 0.01 s2] shuffled sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (374s)
+[poison statements 0.01 s2] random sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (378s)
+[poison statements 0.01 s2] repeat_token sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (382s)
+[poison statements 0.01 s2] repeat_phrase sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (388s)
+[poison statements 0.01 s2] shuffled sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (392s)
+[poison statements 0.01 s2] random sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (396s)
+[poison statements 0.01 s2] repeat_token sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (399s)
+[poison statements 0.01 s2] repeat_phrase sess 5: ['c', 'c', 'c', 'r', 'r', 'r'] (403s)
+[poison statements 0.01 s2] shuffled sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (407s)
+[poison statements 0.01 s2] random sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (411s)
+[poison statements 0.01 s2] repeat_token sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (415s)
+[poison statements 0.01 s2] repeat_phrase sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (419s)
+[poison statements 0.01 s2] shuffled sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (423s)
+[poison statements 0.01 s2] random sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (427s)
+[poison statements 0.01 s2] repeat_token sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (431s)
+[poison statements 0.01 s2] repeat_phrase sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (435s)
+[poison statements 0.01 s2] shuffled sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (439s)
+done 439.0500078201294
diff --git a/experiments/logs/exp3_fpr_statements_0.1_seed0.log b/experiments/logs/exp3_fpr_statements_0.1_seed0.log
new file mode 100644
index 0000000000000000000000000000000000000000..d312b12b46359ab18751f6f8d3b470cbed2339e8
--- /dev/null
+++ b/experiments/logs/exp3_fpr_statements_0.1_seed0.log
@@ -0,0 +1,63 @@
+[benign statements 0.1 s0] sess 0: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c'] (10s)
+[benign statements 0.1 s0] sess 1: ['r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c'] (20s)
+[benign statements 0.1 s0] sess 2: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (31s)
+[benign statements 0.1 s0] sess 3: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (41s)
+[benign statements 0.1 s0] sess 4: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c'] (51s)
+[benign statements 0.1 s0] sess 5: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (61s)
+[benign statements 0.1 s0] sess 6: ['c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (74s)
+[benign statements 0.1 s0] sess 7: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (85s)
+[benign statements 0.1 s0] sess 8: ['c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (96s)
+[benign statements 0.1 s0] sess 9: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r'] (106s)
+[benign statements 0.1 s0] sess 10: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'c', 'r'] (118s)
+[benign statements 0.1 s0] sess 11: ['c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (132s)
+[benign statements 0.1 s0] sess 12: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r'] (147s)
+[benign statements 0.1 s0] sess 13: ['r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (165s)
+[benign statements 0.1 s0] sess 14: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (179s)
+[benign statements 0.1 s0] sess 15: ['c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (192s)
+[benign statements 0.1 s0] sess 16: ['c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r'] (206s)
+[benign statements 0.1 s0] sess 17: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (224s)
+[benign statements 0.1 s0] sess 18: ['c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c'] (237s)
+[benign statements 0.1 s0] sess 19: ['r', 'c', 'c', 'c', 'p', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (249s)
+[benign statements 0.1 s0] sess 20: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (264s)
+[benign statements 0.1 s0] sess 21: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'r', 'c', 'c', 'c', 'c', 'c'] (287s)
+[benign statements 0.1 s0] sess 22: ['c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (306s)
+[benign statements 0.1 s0] sess 23: ['c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c'] (327s)
+[benign statements 0.1 s0] sess 24: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c'] (345s)
+[benign statements 0.1 s0] sess 25: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r'] (367s)
+[benign statements 0.1 s0] sess 26: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r'] (388s)
+[benign statements 0.1 s0] sess 27: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r'] (408s)
+[benign statements 0.1 s0] sess 28: ['c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (420s)
+[benign statements 0.1 s0] sess 29: ['c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r'] (436s)
+[poison statements 0.1 s0] random sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (441s)
+[poison statements 0.1 s0] repeat_token sess 0: ['c', 'r', 'r', 'r', 'r', 'r'] (446s)
+[poison statements 0.1 s0] repeat_phrase sess 0: ['r', 'c', 'c', 'r', 'r', 'r'] (451s)
+[poison statements 0.1 s0] shuffled sess 0: ['c', 'r', 'r', 'r', 'r', 'r'] (458s)
+[poison statements 0.1 s0] random sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (464s)
+[poison statements 0.1 s0] repeat_token sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (470s)
+[poison statements 0.1 s0] repeat_phrase sess 1: ['c', 'r', 'r', 'r', 'r', 'r'] (474s)
+[poison statements 0.1 s0] shuffled sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (479s)
+[poison statements 0.1 s0] random sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (483s)
+[poison statements 0.1 s0] repeat_token sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (488s)
+[poison statements 0.1 s0] repeat_phrase sess 2: ['c', 'c', 'c', 'r', 'r', 'r'] (494s)
+[poison statements 0.1 s0] shuffled sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (499s)
+[poison statements 0.1 s0] random sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (504s)
+[poison statements 0.1 s0] repeat_token sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (510s)
+[poison statements 0.1 s0] repeat_phrase sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (516s)
+[poison statements 0.1 s0] shuffled sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (520s)
+[poison statements 0.1 s0] random sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (524s)
+[poison statements 0.1 s0] repeat_token sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (528s)
+[poison statements 0.1 s0] repeat_phrase sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (532s)
+[poison statements 0.1 s0] shuffled sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (536s)
+[poison statements 0.1 s0] random sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (540s)
+[poison statements 0.1 s0] repeat_token sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (544s)
+[poison statements 0.1 s0] repeat_phrase sess 5: ['c', 'c', 'r', 'c', 'r', 'r'] (547s)
+[poison statements 0.1 s0] shuffled sess 5: ['r', 'c', 'r', 'r', 'r', 'r'] (551s)
+[poison statements 0.1 s0] random sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (555s)
+[poison statements 0.1 s0] repeat_token sess 6: ['r', 'c', 'r', 'r', 'r', 'r'] (559s)
+[poison statements 0.1 s0] repeat_phrase sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (562s)
+[poison statements 0.1 s0] shuffled sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (566s)
+[poison statements 0.1 s0] random sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (570s)
+[poison statements 0.1 s0] repeat_token sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (574s)
+[poison statements 0.1 s0] repeat_phrase sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (578s)
+[poison statements 0.1 s0] shuffled sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (582s)
+done 582.1186809539795
diff --git a/experiments/logs/exp3_fpr_statements_0.1_seed1.log b/experiments/logs/exp3_fpr_statements_0.1_seed1.log
new file mode 100644
index 0000000000000000000000000000000000000000..c288bd858f50fc4e1a78b6bfcbc46f0e6ab5a27d
--- /dev/null
+++ b/experiments/logs/exp3_fpr_statements_0.1_seed1.log
@@ -0,0 +1,63 @@
+[benign statements 0.1 s1] sess 0: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (13s)
+[benign statements 0.1 s1] sess 1: ['c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (23s)
+[benign statements 0.1 s1] sess 2: ['c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (34s)
+[benign statements 0.1 s1] sess 3: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (48s)
+[benign statements 0.1 s1] sess 4: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'r', 'r', 'r'] (63s)
+[benign statements 0.1 s1] sess 5: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r'] (75s)
+[benign statements 0.1 s1] sess 6: ['c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (90s)
+[benign statements 0.1 s1] sess 7: ['r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r'] (106s)
+[benign statements 0.1 s1] sess 8: ['c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'r', 'c', 'c', 'c', 'c'] (120s)
+[benign statements 0.1 s1] sess 9: ['c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r'] (131s)
+[benign statements 0.1 s1] sess 10: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (142s)
+[benign statements 0.1 s1] sess 11: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (156s)
+[benign statements 0.1 s1] sess 12: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (170s)
+[benign statements 0.1 s1] sess 13: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (183s)
+[benign statements 0.1 s1] sess 14: ['p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (193s)
+[benign statements 0.1 s1] sess 15: ['c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c'] (204s)
+[benign statements 0.1 s1] sess 16: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (215s)
+[benign statements 0.1 s1] sess 17: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (226s)
+[benign statements 0.1 s1] sess 18: ['c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'r', 'r', 'c', 'c', 'c', 'c'] (240s)
+[benign statements 0.1 s1] sess 19: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (257s)
+[benign statements 0.1 s1] sess 20: ['c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (271s)
+[benign statements 0.1 s1] sess 21: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c'] (285s)
+[benign statements 0.1 s1] sess 22: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'c', 'c', 'c', 'c', 'c', 'c'] (299s)
+[benign statements 0.1 s1] sess 23: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r'] (313s)
+[benign statements 0.1 s1] sess 24: ['c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r'] (326s)
+[benign statements 0.1 s1] sess 25: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (338s)
+[benign statements 0.1 s1] sess 26: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (350s)
+[benign statements 0.1 s1] sess 27: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c'] (365s)
+[benign statements 0.1 s1] sess 28: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'r', 'c'] (379s)
+[benign statements 0.1 s1] sess 29: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (391s)
+[poison statements 0.1 s1] random sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (395s)
+[poison statements 0.1 s1] repeat_token sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (399s)
+[poison statements 0.1 s1] repeat_phrase sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (404s)
+[poison statements 0.1 s1] shuffled sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (409s)
+[poison statements 0.1 s1] random sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (416s)
+[poison statements 0.1 s1] repeat_token sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (423s)
+[poison statements 0.1 s1] repeat_phrase sess 1: ['c', 'p', 'c', 'r', 'r', 'r'] (428s)
+[poison statements 0.1 s1] shuffled sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (433s)
+[poison statements 0.1 s1] random sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (439s)
+[poison statements 0.1 s1] repeat_token sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (446s)
+[poison statements 0.1 s1] repeat_phrase sess 2: ['c', 'c', 'c', 'r', 'r', 'r'] (451s)
+[poison statements 0.1 s1] shuffled sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (455s)
+[poison statements 0.1 s1] random sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (459s)
+[poison statements 0.1 s1] repeat_token sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (464s)
+[poison statements 0.1 s1] repeat_phrase sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (469s)
+[poison statements 0.1 s1] shuffled sess 3: ['c', 'p', 'r', 'r', 'r', 'r'] (476s)
+[poison statements 0.1 s1] random sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (483s)
+[poison statements 0.1 s1] repeat_token sess 4: ['c', 'r', 'r', 'r', 'r', 'r'] (489s)
+[poison statements 0.1 s1] repeat_phrase sess 4: ['c', 'c', 'r', 'c', 'r', 'r'] (496s)
+[poison statements 0.1 s1] shuffled sess 4: ['r', 'c', 'r', 'r', 'r', 'r'] (502s)
+[poison statements 0.1 s1] random sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (508s)
+[poison statements 0.1 s1] repeat_token sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (513s)
+[poison statements 0.1 s1] repeat_phrase sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (518s)
+[poison statements 0.1 s1] shuffled sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (524s)
+[poison statements 0.1 s1] random sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (528s)
+[poison statements 0.1 s1] repeat_token sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (533s)
+[poison statements 0.1 s1] repeat_phrase sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (537s)
+[poison statements 0.1 s1] shuffled sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (541s)
+[poison statements 0.1 s1] random sess 7: ['r', 'c', 'r', 'r', 'r', 'r'] (545s)
+[poison statements 0.1 s1] repeat_token sess 7: ['c', 'c', 'c', 'r', 'r', 'r'] (551s)
+[poison statements 0.1 s1] repeat_phrase sess 7: ['c', 'c', 'c', 'r', 'r', 'r'] (557s)
+[poison statements 0.1 s1] shuffled sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (561s)
+done 561.4610977172852
diff --git a/experiments/logs/exp3_fpr_statements_0.1_seed2.log b/experiments/logs/exp3_fpr_statements_0.1_seed2.log
new file mode 100644
index 0000000000000000000000000000000000000000..3531a1a4ac1c03c6bfc8ab72c724428993f19c08
--- /dev/null
+++ b/experiments/logs/exp3_fpr_statements_0.1_seed2.log
@@ -0,0 +1,63 @@
+[benign statements 0.1 s2] sess 0: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c'] (13s)
+[benign statements 0.1 s2] sess 1: ['r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'c', 'c', 'c'] (26s)
+[benign statements 0.1 s2] sess 2: ['c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c'] (37s)
+[benign statements 0.1 s2] sess 3: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'p', 'c', 'c', 'r'] (49s)
+[benign statements 0.1 s2] sess 4: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (64s)
+[benign statements 0.1 s2] sess 5: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c'] (75s)
+[benign statements 0.1 s2] sess 6: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (85s)
+[benign statements 0.1 s2] sess 7: ['c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (96s)
+[benign statements 0.1 s2] sess 8: ['c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (107s)
+[benign statements 0.1 s2] sess 9: ['c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (117s)
+[benign statements 0.1 s2] sess 10: ['c', 'p', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (129s)
+[benign statements 0.1 s2] sess 11: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (141s)
+[benign statements 0.1 s2] sess 12: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r'] (154s)
+[benign statements 0.1 s2] sess 13: ['c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r'] (164s)
+[benign statements 0.1 s2] sess 14: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (176s)
+[benign statements 0.1 s2] sess 15: ['c', 'c', 'r', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (186s)
+[benign statements 0.1 s2] sess 16: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c'] (196s)
+[benign statements 0.1 s2] sess 17: ['c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (207s)
+[benign statements 0.1 s2] sess 18: ['r', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (217s)
+[benign statements 0.1 s2] sess 19: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c'] (226s)
+[benign statements 0.1 s2] sess 20: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (236s)
+[benign statements 0.1 s2] sess 21: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c'] (246s)
+[benign statements 0.1 s2] sess 22: ['c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c'] (258s)
+[benign statements 0.1 s2] sess 23: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (268s)
+[benign statements 0.1 s2] sess 24: ['c', 'c', 'c', 'c', 'r', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (278s)
+[benign statements 0.1 s2] sess 25: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (288s)
+[benign statements 0.1 s2] sess 26: ['c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (297s)
+[benign statements 0.1 s2] sess 27: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'r', 'c', 'c', 'c'] (307s)
+[benign statements 0.1 s2] sess 28: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'r', 'r', 'r', 'r', 'r', 'r'] (317s)
+[benign statements 0.1 s2] sess 29: ['c', 'c', 'c', 'c', 'c', 'c', 'c', 'r', 'c', 'c', 'c', 'c', 'c', 'c', 'c', 'c'] (327s)
+[poison statements 0.1 s2] random sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (331s)
+[poison statements 0.1 s2] repeat_token sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (336s)
+[poison statements 0.1 s2] repeat_phrase sess 0: ['c', 'c', 'c', 'r', 'r', 'r'] (339s)
+[poison statements 0.1 s2] shuffled sess 0: ['c', 'c', 'r', 'r', 'r', 'r'] (343s)
+[poison statements 0.1 s2] random sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (347s)
+[poison statements 0.1 s2] repeat_token sess 1: ['c', 'c', 'r', 'r', 'r', 'r'] (351s)
+[poison statements 0.1 s2] repeat_phrase sess 1: ['c', 'c', 'c', 'r', 'r', 'r'] (355s)
+[poison statements 0.1 s2] shuffled sess 1: ['p', 'c', 'r', 'r', 'r', 'r'] (360s)
+[poison statements 0.1 s2] random sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (364s)
+[poison statements 0.1 s2] repeat_token sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (367s)
+[poison statements 0.1 s2] repeat_phrase sess 2: ['c', 'c', 'c', 'r', 'r', 'r'] (372s)
+[poison statements 0.1 s2] shuffled sess 2: ['c', 'c', 'r', 'r', 'r', 'r'] (375s)
+[poison statements 0.1 s2] random sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (379s)
+[poison statements 0.1 s2] repeat_token sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (383s)
+[poison statements 0.1 s2] repeat_phrase sess 3: ['c', 'c', 'c', 'r', 'r', 'r'] (386s)
+[poison statements 0.1 s2] shuffled sess 3: ['c', 'c', 'r', 'r', 'r', 'r'] (390s)
+[poison statements 0.1 s2] random sess 4: ['r', 'c', 'r', 'r', 'r', 'r'] (394s)
+[poison statements 0.1 s2] repeat_token sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (398s)
+[poison statements 0.1 s2] repeat_phrase sess 4: ['c', 'r', 'r', 'r', 'r', 'r'] (401s)
+[poison statements 0.1 s2] shuffled sess 4: ['c', 'c', 'r', 'r', 'r', 'r'] (405s)
+[poison statements 0.1 s2] random sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (409s)
+[poison statements 0.1 s2] repeat_token sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (413s)
+[poison statements 0.1 s2] repeat_phrase sess 5: ['r', 'c', 'c', 'r', 'r', 'r'] (416s)
+[poison statements 0.1 s2] shuffled sess 5: ['c', 'c', 'r', 'r', 'r', 'r'] (421s)
+[poison statements 0.1 s2] random sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (425s)
+[poison statements 0.1 s2] repeat_token sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (429s)
+[poison statements 0.1 s2] repeat_phrase sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (433s)
+[poison statements 0.1 s2] shuffled sess 6: ['c', 'c', 'r', 'r', 'r', 'r'] (436s)
+[poison statements 0.1 s2] random sess 7: ['r', 'c', 'r', 'r', 'r', 'r'] (441s)
+[poison statements 0.1 s2] repeat_token sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (444s)
+[poison statements 0.1 s2] repeat_phrase sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (448s)
+[poison statements 0.1 s2] shuffled sess 7: ['c', 'c', 'r', 'r', 'r', 'r'] (452s)
+done 452.1175982952118
diff --git a/experiments/logs/exp3_pytest.log b/experiments/logs/exp3_pytest.log
new file mode 100644
index 0000000000000000000000000000000000000000..05c4583a6fc7652c4d9e738b28b22677ede933b5
--- /dev/null
+++ b/experiments/logs/exp3_pytest.log
@@ -0,0 +1,134 @@
+============================= test session starts ==============================
+platform linux -- Python 3.13.5, pytest-9.1.1, pluggy-1.6.0
+rootdir: /workspace/plastic-exp
+configfile: pyproject.toml
+plugins: anyio-4.15.1, hypothesis-6.168.5
+collected 13 items
+
+experiments/exp3_invariants/test_invariants.py .F.....F..x..             [100%]
+
+=================================== FAILURES ===================================
+_ test_I1_strict_forced_rollback_restores_fast_state_incl_pending_chunk_stats __
+
+    @SETTINGS
+>   @given(rule=st.sampled_from(["delta", "chunk"]), prefix=st.lists(token_chunk(1, 20), max_size=3),
+                   ^^^
+           x=token_chunk(1, 40), flush=st.booleans())
+
+experiments/exp3_invariants/test_invariants.py:250: 
+_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 
+
+rule = 'chunk', prefix = [], x = [0], flush = True
+
+    @SETTINGS
+    @given(rule=st.sampled_from(["delta", "chunk"]), prefix=st.lists(token_chunk(1, 20), max_size=3),
+           x=token_chunk(1, 40), flush=st.booleans())
+    def test_I1_strict_forced_rollback_restores_fast_state_incl_pending_chunk_stats(rule, prefix, x, flush):
+        """Stricter reading of I1: also the chunk rule's pending-chunk statistics (they turn into an S write at the
+        next model-chunk boundary, so they are part of the learned-at-inference state)."""
+        cfg, lm = tiny(rule)
+        r = TransactionRunner(lm, cfg, HarnessConfig(enable_projection=False), suite=tiny_suite(), device=CPU)
+        for p in prefix:
+            r.feed_tokens(p)
+        before = fast_strict(r.committed)
+        with forced("rollback"):
+            r.feed_tokens(x)
+            if flush:
+                r.flush()
+>       assert bit_equal(before, fast_strict(r.committed)), "fast state incl. pending chunk stats changed across rollback"
+E       AssertionError: fast state incl. pending chunk stats changed across rollback
+E       assert False
+E        +  where False = bit_equal([tensor([[[[0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.],\n          [0., 0., 0., 0., 0., 0., 0., 0...., 0., 0., 0., 0., 0., 0., 0., 0.],\n          [0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]]]]), ...], [tensor([[[[0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.],\n          [0., 0., 0., 0., 0., 0., 0., 0...., 0., 0., 0., 0., 0., 0., 0., 0.],\n          [0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]]]]), ...])
+E        +    where [tensor([[[[0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.],\n          [0., 0., 0., 0., 0., 0., 0., 0...., 0., 0., 0., 0., 0., 0., 0., 0.],\n          [0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]]]]), ...] = fast_strict(SessionState(layers=[LayerState(h=tensor([[-0.0294, -0.0364,  0.0127, -0.0035, -0.0061, -0.0437,  0.0034, -0.0170,\n   ... [0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]]]]), alpha_sum=tensor([[1., 1.]]), count=1))], pos=1))
+E        +      where SessionState(layers=[LayerState(h=tensor([[-0.0294, -0.0364,  0.0127, -0.0035, -0.0061, -0.0437,  0.0034, -0.0170,\n   ... [0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]]]]), alpha_sum=tensor([[1., 1.]]), count=1))], pos=1) = <plastic.harness.transaction.TransactionRunner object at 0x7fab7ef76850>.committed
+E       Failing test case: test_I1_strict_forced_rollback_restores_fast_state_incl_pending_chunk_stats(
+E           rule='chunk',
+E           prefix=[],
+E           x=[0],
+E           flush=True,
+E       )
+E       Explanation:
+E           These lines were always and only run by failing test cases:
+E               /workspace/plastic-exp/.venv/lib/python3.13/site-packages/torch/_tensor.py:559
+E               /workspace/plastic-exp/.venv/lib/python3.13/site-packages/torch/_tensor_str.py:138
+E               /workspace/plastic-exp/.venv/lib/python3.13/site-packages/torch/_tensor_str.py:140
+E               /workspace/plastic-exp/.venv/lib/python3.13/site-packages/torch/utils/_python_dispatch.py:392
+E               /workspace/plastic-exp/.venv/lib/python3.13/site-packages/torch/utils/_python_dispatch.py:441
+E       
+E       You can reproduce this test case by temporarily adding @reproduce_failure('6.168.5', b'AEEBAEEBQQBBAAE=') as a decorator on your test function
+
+experiments/exp3_invariants/test_invariants.py:264: AssertionError
+_________________ test_I5_scale_and_project_stay_within_bounds _________________
+
+    @SETTINGS
+>   @given(rule=st.sampled_from(["delta", "chunk"]), kind=st.sampled_from(["scale", "project"]),
+                   ^^^
+           scale=st.floats(1e-3, 1.0), budget_chunk=st.one_of(st.none(), st.floats(1e-4, 2.0)),
+           budget_session=st.one_of(st.none(), st.floats(1e-3, 5.0)),
+           prefix=st.lists(token_chunk(1, 16), max_size=2), chunks=st.lists(token_chunk(1, 16), min_size=1, max_size=4))
+
+experiments/exp3_invariants/test_invariants.py:386: 
+_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 
+
+rule = 'delta', kind = 'scale', scale = 0.5, budget_chunk = None
+budget_session = None, prefix = [[0, 0, 0, 0, 0, 0, ...]], chunks = [[0]]
+
+    @SETTINGS
+    @given(rule=st.sampled_from(["delta", "chunk"]), kind=st.sampled_from(["scale", "project"]),
+           scale=st.floats(1e-3, 1.0), budget_chunk=st.one_of(st.none(), st.floats(1e-4, 2.0)),
+           budget_session=st.one_of(st.none(), st.floats(1e-3, 5.0)),
+           prefix=st.lists(token_chunk(1, 16), max_size=2), chunks=st.lists(token_chunk(1, 16), min_size=1, max_size=4))
+    def test_I5_scale_and_project_stay_within_bounds(rule, kind, scale, budget_chunk, budget_session, prefix, chunks):
+        cfg, lm = tiny(rule)
+        hc = HarnessConfig(budget_chunk=budget_chunk, budget_session=budget_session, project_max_removed=1.0,
+                           canary_delta_max=1e9, poison_delta_min=-1e9)
+        r = AuditRunner(lm, cfg, hc, suite=tiny_suite(), device=CPU)
+        for p in prefix:
+            r.feed_tokens(p)
+        n0 = len(r.audit)
+        with forced(kind, scale):
+            for c in chunks:
+                r.feed_tokens(c)
+            r.flush()
+        for a in r.audit[n0:]:
+            applied = a["rec"]["decision"]["kind"]
+            acc = s_norm(a["post"], a["pre"])
+            proposal = a["rec"]["signals"]["delta_norm"]
+            if a["cap"] is not None:
+                assert acc <= a["cap"] * (1 + TOL) + 1e-12, f"{describe(a)} accepted={acc:.6g} cap={a['cap']:.6g}"
+            if applied in ("scale", "project"):
+                # both actions are documented as shrinking the proposed update
+>               assert acc <= proposal * (1 + 1e-5) + 1e-12, f"{describe(a)} accepted={acc:.6g} > proposal={proposal:.6g}"
+E               AssertionError: tx1 requested=scale applied=scale reasons=['forced_scale'] accepted=0.0247147 > proposal=0.00621358
+E               assert 0.02471473698321264 <= ((0.0062135825774262896 * (1 + 1e-05)) + 1e-12)
+E               Failing test case: test_I5_scale_and_project_stay_within_bounds(
+E                   rule='delta',
+E                   kind='scale',
+E                   scale=0.5,
+E                   budget_chunk=None,
+E                   budget_session=None,
+E                   prefix=[[0, 0, 0, 0, 0, 0, 0, 0]],
+E                   chunks=[[0]],
+E               )
+E               
+E               You can reproduce this test case by temporarily adding @reproduce_failure('6.168.5', b'AXicc2RwZNCwf8AABo5AyOjI4cjoyACkGUFcBgBLYwPe') as a decorator on your test function
+
+experiments/exp3_invariants/test_invariants.py:410: AssertionError
+==================================== PASSES ====================================
+- generated xml file: /workspace/plastic-exp/experiments/results/exp3/pytest_junit.xml -
+=========================== short test summary info ============================
+PASSED experiments/exp3_invariants/test_invariants.py::test_I1_forced_rollback_restores_fast_state_bit_exact
+PASSED experiments/exp3_invariants/test_invariants.py::test_I1_every_natural_rollback_restores_fast_state
+PASSED experiments/exp3_invariants/test_invariants.py::test_I2_committed_update_never_exceeds_budget
+PASSED experiments/exp3_invariants/test_invariants.py::test_I3_nonfinite_state_never_committed
+PASSED experiments/exp3_invariants/test_invariants.py::test_I4_frozen_and_readonly_never_change_fast_weights
+PASSED experiments/exp3_invariants/test_invariants.py::test_I4_backend_freeze_is_bit_exact
+PASSED experiments/exp3_invariants/test_invariants.py::test_I5_project_delta_is_a_contraction_onto_the_half_space
+PASSED experiments/exp3_invariants/test_invariants.py::test_N1_rollback_does_not_restore_activations_DOCUMENTED_LIMITATION
+PASSED experiments/exp3_invariants/test_invariants.py::test_N2_rollback_plus_activation_restore_equals_never_seen
+PASSED experiments/exp3_invariants/test_invariants.py::test_real_I1_N1_N2
+XFAIL experiments/exp3_invariants/test_invariants.py::test_N1_xfail_claim_rollback_equals_never_seen - documented limitation: rollback restores memory, not activation/SSM state
+FAILED experiments/exp3_invariants/test_invariants.py::test_I1_strict_forced_rollback_restores_fast_state_incl_pending_chunk_stats
+FAILED experiments/exp3_invariants/test_invariants.py::test_I5_scale_and_project_stay_within_bounds
+============= 2 failed, 10 passed, 1 xfailed in 297.26s (0:04:57) ==============
+EXIT 1
diff --git a/experiments/logs/exp3_scale_real.log b/experiments/logs/exp3_scale_real.log
new file mode 100644
index 0000000000000000000000000000000000000000..cedbd3b2be9e8bc0d49caf64bdd1caa1fba4c12e
--- /dev/null
+++ b/experiments/logs/exp3_scale_real.log
@@ -0,0 +1,2 @@
+scale=0.25: non-scale(readonly) chunks=0; n=48 accepted/proposal median=0.358 min=0.272 max=0.522 frac>1=0.000
+scale=0.5: non-scale(readonly) chunks=3; n=45 accepted/proposal median=0.655 min=0.563 max=0.750 frac>1=0.000
diff --git a/experiments/results/exp3/calib_records_shipped.json b/experiments/results/exp3/calib_records_shipped.json
new file mode 100644
index 0000000000000000000000000000000000000000..3b357d0227763ab8328ab4eff2685abbca677a7b
--- /dev/null
+++ b/experiments/results/exp3/calib_records_shipped.json
@@ -0,0 +1 @@
+{"suite": "shipped", "n_records": 512, "records": [{"pos_start": 0, "pos_end": 64, "n_tokens": 64, "chunk_loss": 4.521956704438678, "surprise_mean": 1.9003382921218872, "surprise_max": 4.020748138427734, "beta_mean": 0.4987179636955261, "alpha_mean": 0.8902022838592529, "write_norm_sum": 1011.1127319335938, "delta_norm": 14.76622911716058, "delta_norm_per_layer": [5.245041370391846, 8.768694877624512, 8.346356391906738, 6.631695747375488], "fisher_update": 0.011956118862144649, "fisher_drift": 0.011956118862144649, "canary_coherence_before": 5.006930828094482, "canary_coherence_after": 5.302148342132568, "canary_poison_before": 9.887078285217285, "canary_poison_after": 10.426315307617188, "canary_delta_coherence": 0.29521751403808594, "canary_delta_poison": 0.5392370223999023, "canary_alignment": -0.09474024921655655, "compression_ratio": 1.03125, "z": {"chunk_loss": null, "surprise_mean": null, "log_delta_norm": null, "log_write_norm": null, "fisher_update": null}, "cusum_alarm": 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\ No newline at end of file
diff --git a/experiments/results/exp3/calib_records_statements.json b/experiments/results/exp3/calib_records_statements.json
new file mode 100644
index 0000000000000000000000000000000000000000..bfe5da54b49abb2978e303109df5e7b00517846a
--- /dev/null
+++ b/experiments/results/exp3/calib_records_statements.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/experiments/results/exp3/fpr_shipped_0.001_seed0.json b/experiments/results/exp3/fpr_shipped_0.001_seed0.json
new file mode 100644
index 0000000000000000000000000000000000000000..d63184f80a27ba932c4ac5b826c95d78effe7acd
--- /dev/null
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\ No newline at end of file
diff --git a/experiments/results/exp3/fpr_shipped_0.001_seed1.json b/experiments/results/exp3/fpr_shipped_0.001_seed1.json
new file mode 100644
index 0000000000000000000000000000000000000000..0f943d1566154cd702eafb37d0391d11b15f1590
--- /dev/null
+++ b/experiments/results/exp3/fpr_shipped_0.001_seed1.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/experiments/results/exp3/fpr_shipped_0.001_seed2.json b/experiments/results/exp3/fpr_shipped_0.001_seed2.json
new file mode 100644
index 0000000000000000000000000000000000000000..ff1e6b58ce4460501b3b492617cdfae26174c2ae
--- /dev/null
+++ b/experiments/results/exp3/fpr_shipped_0.001_seed2.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/experiments/results/exp3/fpr_shipped_0.05_seed0.json b/experiments/results/exp3/fpr_shipped_0.05_seed0.json
new file mode 100644
index 0000000000000000000000000000000000000000..85225a7952134599caa74f3d8c1f8a7e253e4a9f
--- /dev/null
+++ b/experiments/results/exp3/fpr_shipped_0.05_seed0.json
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\ No newline at end of file
diff --git a/experiments/results/exp3/fpr_shipped_0.05_seed1.json b/experiments/results/exp3/fpr_shipped_0.05_seed1.json
new file mode 100644
index 0000000000000000000000000000000000000000..5efdb0fbc92b17e9ff339272f07e098a53909039
--- /dev/null
+++ b/experiments/results/exp3/fpr_shipped_0.05_seed1.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/experiments/results/exp3/fpr_shipped_0.05_seed2.json b/experiments/results/exp3/fpr_shipped_0.05_seed2.json
new file mode 100644
index 0000000000000000000000000000000000000000..1602b232200f1c7a385e6937379c86d1f51ba3e7
--- /dev/null
+++ b/experiments/results/exp3/fpr_shipped_0.05_seed2.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/experiments/results/exp3/fpr_shipped_0.1_seed0.json b/experiments/results/exp3/fpr_shipped_0.1_seed0.json
new file mode 100644
index 0000000000000000000000000000000000000000..fb36b78717d8f04feb09b1cc6ac40be2ada1344c
--- /dev/null
+++ b/experiments/results/exp3/fpr_shipped_0.1_seed0.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/experiments/results/exp3/fpr_shipped_0.1_seed1.json b/experiments/results/exp3/fpr_shipped_0.1_seed1.json
new file mode 100644
index 0000000000000000000000000000000000000000..bb5c45ae4e81cf3b42ec083e76d3e43aff351e81
--- /dev/null
+++ b/experiments/results/exp3/fpr_shipped_0.1_seed1.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/experiments/results/exp3/fpr_shipped_0.1_seed2.json b/experiments/results/exp3/fpr_shipped_0.1_seed2.json
new file mode 100644
index 0000000000000000000000000000000000000000..dc63a5d894eaeda1a6409eac1113bff1f4c46890
--- /dev/null
+++ b/experiments/results/exp3/fpr_shipped_0.1_seed2.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/experiments/results/exp3/fpr_shipped_0.2_seed0.json b/experiments/results/exp3/fpr_shipped_0.2_seed0.json
new file mode 100644
index 0000000000000000000000000000000000000000..9b162b24333364b28093c09edfa315aea9dd65f4
--- /dev/null
+++ b/experiments/results/exp3/fpr_shipped_0.2_seed0.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/experiments/results/exp3/fpr_shipped_0.2_seed1.json b/experiments/results/exp3/fpr_shipped_0.2_seed1.json
new file mode 100644
index 0000000000000000000000000000000000000000..3e7fc64dbf4d243bf1089addf10f067851ead4c2
--- /dev/null
+++ b/experiments/results/exp3/fpr_shipped_0.2_seed1.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/experiments/results/exp3/fpr_shipped_0.2_seed2.json b/experiments/results/exp3/fpr_shipped_0.2_seed2.json
new file mode 100644
index 0000000000000000000000000000000000000000..5a1c780a2f971360db55f7b95e58641c3ea39ce6
--- /dev/null
+++ b/experiments/results/exp3/fpr_shipped_0.2_seed2.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/experiments/results/exp3/fpr_shipped_shipped_seed0.json b/experiments/results/exp3/fpr_shipped_shipped_seed0.json
new file mode 100644
index 0000000000000000000000000000000000000000..c98611c0efedd825da9264feda0a10af8b182fe9
--- /dev/null
+++ b/experiments/results/exp3/fpr_shipped_shipped_seed0.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/experiments/results/exp3/fpr_shipped_shipped_seed1.json b/experiments/results/exp3/fpr_shipped_shipped_seed1.json
new file mode 100644
index 0000000000000000000000000000000000000000..a0f4425d0784d609985135aca90cf11f01baf9fc
--- /dev/null
+++ b/experiments/results/exp3/fpr_shipped_shipped_seed1.json
@@ -0,0 +1 @@
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new file mode 100644
index 0000000000000000000000000000000000000000..aabbfdc53ae6290e0469d532fb36083db8bd3d37
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+++ b/experiments/results/exp3/fpr_shipped_shipped_seed2.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/experiments/results/exp3/fpr_statements_0.01_seed0.json b/experiments/results/exp3/fpr_statements_0.01_seed0.json
new file mode 100644
index 0000000000000000000000000000000000000000..29ded2f862a8b73568368f1f83267168174378e4
--- /dev/null
+++ b/experiments/results/exp3/fpr_statements_0.01_seed0.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/experiments/results/exp3/fpr_statements_0.01_seed1.json b/experiments/results/exp3/fpr_statements_0.01_seed1.json
new file mode 100644
index 0000000000000000000000000000000000000000..55655135e565622ddfef06e93fc0d2199274f80f
--- /dev/null
+++ b/experiments/results/exp3/fpr_statements_0.01_seed1.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/experiments/results/exp3/fpr_statements_0.01_seed2.json b/experiments/results/exp3/fpr_statements_0.01_seed2.json
new file mode 100644
index 0000000000000000000000000000000000000000..88b2d02af8186e96e608e454b1c9203e1d178b45
--- /dev/null
+++ b/experiments/results/exp3/fpr_statements_0.01_seed2.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/experiments/results/exp3/fpr_statements_0.1_seed0.json b/experiments/results/exp3/fpr_statements_0.1_seed0.json
new file mode 100644
index 0000000000000000000000000000000000000000..e68009809ece961ef57ac37d97b592bff4b49c10
--- /dev/null
+++ b/experiments/results/exp3/fpr_statements_0.1_seed0.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/experiments/results/exp3/fpr_statements_0.1_seed1.json b/experiments/results/exp3/fpr_statements_0.1_seed1.json
new file mode 100644
index 0000000000000000000000000000000000000000..fe21c71966f29739eabde7ea94c9d4f2081623a9
--- /dev/null
+++ b/experiments/results/exp3/fpr_statements_0.1_seed1.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/experiments/results/exp3/fpr_statements_0.1_seed2.json b/experiments/results/exp3/fpr_statements_0.1_seed2.json
new file mode 100644
index 0000000000000000000000000000000000000000..a55291d402bda592f334d747216f9137f86619b2
--- /dev/null
+++ b/experiments/results/exp3/fpr_statements_0.1_seed2.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/experiments/results/exp3/pytest_full.log b/experiments/results/exp3/pytest_full.log
new file mode 100644
index 0000000000000000000000000000000000000000..05c4583a6fc7652c4d9e738b28b22677ede933b5
--- /dev/null
+++ b/experiments/results/exp3/pytest_full.log
@@ -0,0 +1,134 @@
+============================= test session starts ==============================
+platform linux -- Python 3.13.5, pytest-9.1.1, pluggy-1.6.0
+rootdir: /workspace/plastic-exp
+configfile: pyproject.toml
+plugins: anyio-4.15.1, hypothesis-6.168.5
+collected 13 items
+
+experiments/exp3_invariants/test_invariants.py .F.....F..x..             [100%]
+
+=================================== FAILURES ===================================
+_ test_I1_strict_forced_rollback_restores_fast_state_incl_pending_chunk_stats __
+
+    @SETTINGS
+>   @given(rule=st.sampled_from(["delta", "chunk"]), prefix=st.lists(token_chunk(1, 20), max_size=3),
+                   ^^^
+           x=token_chunk(1, 40), flush=st.booleans())
+
+experiments/exp3_invariants/test_invariants.py:250: 
+_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 
+
+rule = 'chunk', prefix = [], x = [0], flush = True
+
+    @SETTINGS
+    @given(rule=st.sampled_from(["delta", "chunk"]), prefix=st.lists(token_chunk(1, 20), max_size=3),
+           x=token_chunk(1, 40), flush=st.booleans())
+    def test_I1_strict_forced_rollback_restores_fast_state_incl_pending_chunk_stats(rule, prefix, x, flush):
+        """Stricter reading of I1: also the chunk rule's pending-chunk statistics (they turn into an S write at the
+        next model-chunk boundary, so they are part of the learned-at-inference state)."""
+        cfg, lm = tiny(rule)
+        r = TransactionRunner(lm, cfg, HarnessConfig(enable_projection=False), suite=tiny_suite(), device=CPU)
+        for p in prefix:
+            r.feed_tokens(p)
+        before = fast_strict(r.committed)
+        with forced("rollback"):
+            r.feed_tokens(x)
+            if flush:
+                r.flush()
+>       assert bit_equal(before, fast_strict(r.committed)), "fast state incl. pending chunk stats changed across rollback"
+E       AssertionError: fast state incl. pending chunk stats changed across rollback
+E       assert False
+E        +  where False = bit_equal([tensor([[[[0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.],\n          [0., 0., 0., 0., 0., 0., 0., 0...., 0., 0., 0., 0., 0., 0., 0., 0.],\n          [0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]]]]), ...], [tensor([[[[0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.],\n          [0., 0., 0., 0., 0., 0., 0., 0...., 0., 0., 0., 0., 0., 0., 0., 0.],\n          [0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]]]]), ...])
+E        +    where [tensor([[[[0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.],\n          [0., 0., 0., 0., 0., 0., 0., 0...., 0., 0., 0., 0., 0., 0., 0., 0.],\n          [0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]]]]), ...] = fast_strict(SessionState(layers=[LayerState(h=tensor([[-0.0294, -0.0364,  0.0127, -0.0035, -0.0061, -0.0437,  0.0034, -0.0170,\n   ... [0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]]]]), alpha_sum=tensor([[1., 1.]]), count=1))], pos=1))
+E        +      where SessionState(layers=[LayerState(h=tensor([[-0.0294, -0.0364,  0.0127, -0.0035, -0.0061, -0.0437,  0.0034, -0.0170,\n   ... [0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]]]]), alpha_sum=tensor([[1., 1.]]), count=1))], pos=1) = <plastic.harness.transaction.TransactionRunner object at 0x7fab7ef76850>.committed
+E       Failing test case: test_I1_strict_forced_rollback_restores_fast_state_incl_pending_chunk_stats(
+E           rule='chunk',
+E           prefix=[],
+E           x=[0],
+E           flush=True,
+E       )
+E       Explanation:
+E           These lines were always and only run by failing test cases:
+E               /workspace/plastic-exp/.venv/lib/python3.13/site-packages/torch/_tensor.py:559
+E               /workspace/plastic-exp/.venv/lib/python3.13/site-packages/torch/_tensor_str.py:138
+E               /workspace/plastic-exp/.venv/lib/python3.13/site-packages/torch/_tensor_str.py:140
+E               /workspace/plastic-exp/.venv/lib/python3.13/site-packages/torch/utils/_python_dispatch.py:392
+E               /workspace/plastic-exp/.venv/lib/python3.13/site-packages/torch/utils/_python_dispatch.py:441
+E       
+E       You can reproduce this test case by temporarily adding @reproduce_failure('6.168.5', b'AEEBAEEBQQBBAAE=') as a decorator on your test function
+
+experiments/exp3_invariants/test_invariants.py:264: AssertionError
+_________________ test_I5_scale_and_project_stay_within_bounds _________________
+
+    @SETTINGS
+>   @given(rule=st.sampled_from(["delta", "chunk"]), kind=st.sampled_from(["scale", "project"]),
+                   ^^^
+           scale=st.floats(1e-3, 1.0), budget_chunk=st.one_of(st.none(), st.floats(1e-4, 2.0)),
+           budget_session=st.one_of(st.none(), st.floats(1e-3, 5.0)),
+           prefix=st.lists(token_chunk(1, 16), max_size=2), chunks=st.lists(token_chunk(1, 16), min_size=1, max_size=4))
+
+experiments/exp3_invariants/test_invariants.py:386: 
+_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 
+
+rule = 'delta', kind = 'scale', scale = 0.5, budget_chunk = None
+budget_session = None, prefix = [[0, 0, 0, 0, 0, 0, ...]], chunks = [[0]]
+
+    @SETTINGS
+    @given(rule=st.sampled_from(["delta", "chunk"]), kind=st.sampled_from(["scale", "project"]),
+           scale=st.floats(1e-3, 1.0), budget_chunk=st.one_of(st.none(), st.floats(1e-4, 2.0)),
+           budget_session=st.one_of(st.none(), st.floats(1e-3, 5.0)),
+           prefix=st.lists(token_chunk(1, 16), max_size=2), chunks=st.lists(token_chunk(1, 16), min_size=1, max_size=4))
+    def test_I5_scale_and_project_stay_within_bounds(rule, kind, scale, budget_chunk, budget_session, prefix, chunks):
+        cfg, lm = tiny(rule)
+        hc = HarnessConfig(budget_chunk=budget_chunk, budget_session=budget_session, project_max_removed=1.0,
+                           canary_delta_max=1e9, poison_delta_min=-1e9)
+        r = AuditRunner(lm, cfg, hc, suite=tiny_suite(), device=CPU)
+        for p in prefix:
+            r.feed_tokens(p)
+        n0 = len(r.audit)
+        with forced(kind, scale):
+            for c in chunks:
+                r.feed_tokens(c)
+            r.flush()
+        for a in r.audit[n0:]:
+            applied = a["rec"]["decision"]["kind"]
+            acc = s_norm(a["post"], a["pre"])
+            proposal = a["rec"]["signals"]["delta_norm"]
+            if a["cap"] is not None:
+                assert acc <= a["cap"] * (1 + TOL) + 1e-12, f"{describe(a)} accepted={acc:.6g} cap={a['cap']:.6g}"
+            if applied in ("scale", "project"):
+                # both actions are documented as shrinking the proposed update
+>               assert acc <= proposal * (1 + 1e-5) + 1e-12, f"{describe(a)} accepted={acc:.6g} > proposal={proposal:.6g}"
+E               AssertionError: tx1 requested=scale applied=scale reasons=['forced_scale'] accepted=0.0247147 > proposal=0.00621358
+E               assert 0.02471473698321264 <= ((0.0062135825774262896 * (1 + 1e-05)) + 1e-12)
+E               Failing test case: test_I5_scale_and_project_stay_within_bounds(
+E                   rule='delta',
+E                   kind='scale',
+E                   scale=0.5,
+E                   budget_chunk=None,
+E                   budget_session=None,
+E                   prefix=[[0, 0, 0, 0, 0, 0, 0, 0]],
+E                   chunks=[[0]],
+E               )
+E               
+E               You can reproduce this test case by temporarily adding @reproduce_failure('6.168.5', b'AXicc2RwZNCwf8AABo5AyOjI4cjoyACkGUFcBgBLYwPe') as a decorator on your test function
+
+experiments/exp3_invariants/test_invariants.py:410: AssertionError
+==================================== PASSES ====================================
+- generated xml file: /workspace/plastic-exp/experiments/results/exp3/pytest_junit.xml -
+=========================== short test summary info ============================
+PASSED experiments/exp3_invariants/test_invariants.py::test_I1_forced_rollback_restores_fast_state_bit_exact
+PASSED experiments/exp3_invariants/test_invariants.py::test_I1_every_natural_rollback_restores_fast_state
+PASSED experiments/exp3_invariants/test_invariants.py::test_I2_committed_update_never_exceeds_budget
+PASSED experiments/exp3_invariants/test_invariants.py::test_I3_nonfinite_state_never_committed
+PASSED experiments/exp3_invariants/test_invariants.py::test_I4_frozen_and_readonly_never_change_fast_weights
+PASSED experiments/exp3_invariants/test_invariants.py::test_I4_backend_freeze_is_bit_exact
+PASSED experiments/exp3_invariants/test_invariants.py::test_I5_project_delta_is_a_contraction_onto_the_half_space
+PASSED experiments/exp3_invariants/test_invariants.py::test_N1_rollback_does_not_restore_activations_DOCUMENTED_LIMITATION
+PASSED experiments/exp3_invariants/test_invariants.py::test_N2_rollback_plus_activation_restore_equals_never_seen
+PASSED experiments/exp3_invariants/test_invariants.py::test_real_I1_N1_N2
+XFAIL experiments/exp3_invariants/test_invariants.py::test_N1_xfail_claim_rollback_equals_never_seen - documented limitation: rollback restores memory, not activation/SSM state
+FAILED experiments/exp3_invariants/test_invariants.py::test_I1_strict_forced_rollback_restores_fast_state_incl_pending_chunk_stats
+FAILED experiments/exp3_invariants/test_invariants.py::test_I5_scale_and_project_stay_within_bounds
+============= 2 failed, 10 passed, 1 xfailed in 297.26s (0:04:57) ==============
+EXIT 1
diff --git a/experiments/results/exp3/pytest_junit.xml b/experiments/results/exp3/pytest_junit.xml
new file mode 100644
index 0000000000000000000000000000000000000000..e18e11cf0a90d2e17f67dcd90f0974e827193e8a
--- /dev/null
+++ b/experiments/results/exp3/pytest_junit.xml
@@ -0,0 +1,101 @@
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value="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" /><property name="hypothesis-statistics-experiments/exp3_invariants/test_invariants.py::test_N2_rollback_plus_activation_restore_equals_never_seen" value="ZXhwZXJpbWVudHMvZXhwM19pbnZhcmlhbnRzL3Rlc3RfaW52YXJpYW50cy5weTo6dGVzdF9OMl9yb2xsYmFja19wbHVzX2FjdGl2YXRpb25fcmVzdG9yZV9lcXVhbHNfbmV2ZXJfc2VlbjoKCiAgLSBkdXJpbmcgZ2VuZXJhdGUgcGhhc2UgKDE4LjU3IHNlY29uZHMpOgogICAgLSBUeXBpY2FsIHJ1bnRpbWVzOiB+IDEtMTk1IG1zLCBvZiB3aGljaCB+IDAtMSBtcyBpbiBkYXRhIGdlbmVyYXRpb24KICAgIC0gMjAwIHBhc3NpbmcsIDAgZmFpbGluZywgYW5kIDExIGludmFsaWQgdGVzdCBjYXNlcwoKICAtIFN0b3BwZWQgYmVjYXVzZSBzZXR0aW5ncy5tYXhfZXhhbXBsZXM9MjAw" /><property name="hypothesis-statistics-experiments/exp3_invariants/test_invariants.py::test_real_I1_N1_N2" value="ZXhwZXJpbWVudHMvZXhwM19pbnZhcmlhbnRzL3Rlc3RfaW52YXJpYW50cy5weTo6dGVzdF9yZWFsX0kxX04xX04yOgoKICAtIGR1cmluZyBnZW5lcmF0ZSBwaGFzZSAoMTguNzMgc2Vjb25kcyk6CiAgICAtIFR5cGljYWwgcnVudGltZXM6IH4gMjEzNy0yNTA1IG1zLCBvZiB3aGljaCB+IDAtMTcgbXMgaW4gZGF0YSBnZW5lcmF0aW9uCiAgICAtIDggcGFzc2luZywgMCBmYWlsaW5nLCBhbmQgMCBpbnZhbGlkIHRlc3QgY2FzZXMKCiAgLSBTdG9wcGVkIGJlY2F1c2Ugc2V0dGluZ3MubWF4X2V4YW1wbGVzPTg=" /></properties><testcase classname="experiments.exp3_invariants.test_invariants" name="test_I1_forced_rollback_restores_fast_state_bit_exact" time="18.545" /><testcase classname="experiments.exp3_invariants.test_invariants" name="test_I1_strict_forced_rollback_restores_fast_state_incl_pending_chunk_stats" time="10.575"><failure message="AssertionError: fast state incl. pending chunk stats changed across rollback&#10;assert False&#10; +  where False = bit_equal([tensor([[[[0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.],\n          [0., 0., 0., 0., 0., 0., 0., 0...., 0., 0., 0., 0., 0., 0., 0., 0.],\n          [0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]]]]), ...], [tensor([[[[0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.],\n          [0., 0., 0., 0., 0., 0., 0., 0...., 0., 0., 0., 0., 0., 0., 0., 0.],\n          [0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]]]]), ...])&#10; +    where [tensor([[[[0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.],\n          [0., 0., 0., 0., 0., 0., 0., 0...., 0., 0., 0., 0., 0., 0., 0., 0.],\n          [0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]]]]), ...] = fast_strict(SessionState(layers=[LayerState(h=tensor([[-0.0294, -0.0364,  0.0127, -0.0035, -0.0061, -0.0437,  0.0034, -0.0170,\n   ... [0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]]]]), alpha_sum=tensor([[1., 1.]]), count=1))], pos=1))&#10; +      where SessionState(layers=[LayerState(h=tensor([[-0.0294, -0.0364,  0.0127, -0.0035, -0.0061, -0.0437,  0.0034, -0.0170,\n   ... [0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]]]]), alpha_sum=tensor([[1., 1.]]), count=1))], pos=1) = &lt;plastic.harness.transaction.TransactionRunner object at 0x7fab7ef76850&gt;.committed&#10;Failing test case: test_I1_strict_forced_rollback_restores_fast_state_incl_pending_chunk_stats(&#10;    rule='chunk',&#10;    prefix=[],&#10;    x=[0],&#10;    flush=True,&#10;)&#10;Explanation:&#10;    These lines were always and only run by failing test cases:&#10;        /workspace/plastic-exp/.venv/lib/python3.13/site-packages/torch/_tensor.py:559&#10;        /workspace/plastic-exp/.venv/lib/python3.13/site-packages/torch/_tensor_str.py:138&#10;        /workspace/plastic-exp/.venv/lib/python3.13/site-packages/torch/_tensor_str.py:140&#10;        /workspace/plastic-exp/.venv/lib/python3.13/site-packages/torch/utils/_python_dispatch.py:392&#10;        /workspace/plastic-exp/.venv/lib/python3.13/site-packages/torch/utils/_python_dispatch.py:441&#10;&#10;You can reproduce this test case by temporarily adding @reproduce_failure('6.168.5', b'AEEBAEEBQQBBAAE=') as a decorator on your test function">@SETTINGS
+&gt;   @given(rule=st.sampled_from(["delta", "chunk"]), prefix=st.lists(token_chunk(1, 20), max_size=3),
+                   ^^^
+           x=token_chunk(1, 40), flush=st.booleans())
+
+experiments/exp3_invariants/test_invariants.py:250: 
+_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 
+
+rule = 'chunk', prefix = [], x = [0], flush = True
+
+    @SETTINGS
+    @given(rule=st.sampled_from(["delta", "chunk"]), prefix=st.lists(token_chunk(1, 20), max_size=3),
+           x=token_chunk(1, 40), flush=st.booleans())
+    def test_I1_strict_forced_rollback_restores_fast_state_incl_pending_chunk_stats(rule, prefix, x, flush):
+        """Stricter reading of I1: also the chunk rule's pending-chunk statistics (they turn into an S write at the
+        next model-chunk boundary, so they are part of the learned-at-inference state)."""
+        cfg, lm = tiny(rule)
+        r = TransactionRunner(lm, cfg, HarnessConfig(enable_projection=False), suite=tiny_suite(), device=CPU)
+        for p in prefix:
+            r.feed_tokens(p)
+        before = fast_strict(r.committed)
+        with forced("rollback"):
+            r.feed_tokens(x)
+            if flush:
+                r.flush()
+&gt;       assert bit_equal(before, fast_strict(r.committed)), "fast state incl. pending chunk stats changed across rollback"
+E       AssertionError: fast state incl. pending chunk stats changed across rollback
+E       assert False
+E        +  where False = bit_equal([tensor([[[[0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.],\n          [0., 0., 0., 0., 0., 0., 0., 0...., 0., 0., 0., 0., 0., 0., 0., 0.],\n          [0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]]]]), ...], [tensor([[[[0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.],\n          [0., 0., 0., 0., 0., 0., 0., 0...., 0., 0., 0., 0., 0., 0., 0., 0.],\n          [0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]]]]), ...])
+E        +    where [tensor([[[[0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.],\n          [0., 0., 0., 0., 0., 0., 0., 0...., 0., 0., 0., 0., 0., 0., 0., 0.],\n          [0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]]]]), ...] = fast_strict(SessionState(layers=[LayerState(h=tensor([[-0.0294, -0.0364,  0.0127, -0.0035, -0.0061, -0.0437,  0.0034, -0.0170,\n   ... [0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]]]]), alpha_sum=tensor([[1., 1.]]), count=1))], pos=1))
+E        +      where SessionState(layers=[LayerState(h=tensor([[-0.0294, -0.0364,  0.0127, -0.0035, -0.0061, -0.0437,  0.0034, -0.0170,\n   ... [0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]]]]), alpha_sum=tensor([[1., 1.]]), count=1))], pos=1) = &lt;plastic.harness.transaction.TransactionRunner object at 0x7fab7ef76850&gt;.committed
+E       Failing test case: test_I1_strict_forced_rollback_restores_fast_state_incl_pending_chunk_stats(
+E           rule='chunk',
+E           prefix=[],
+E           x=[0],
+E           flush=True,
+E       )
+E       Explanation:
+E           These lines were always and only run by failing test cases:
+E               /workspace/plastic-exp/.venv/lib/python3.13/site-packages/torch/_tensor.py:559
+E               /workspace/plastic-exp/.venv/lib/python3.13/site-packages/torch/_tensor_str.py:138
+E               /workspace/plastic-exp/.venv/lib/python3.13/site-packages/torch/_tensor_str.py:140
+E               /workspace/plastic-exp/.venv/lib/python3.13/site-packages/torch/utils/_python_dispatch.py:392
+E               /workspace/plastic-exp/.venv/lib/python3.13/site-packages/torch/utils/_python_dispatch.py:441
+E       
+E       You can reproduce this test case by temporarily adding @reproduce_failure('6.168.5', b'AEEBAEEBQQBBAAE=') as a decorator on your test function
+
+experiments/exp3_invariants/test_invariants.py:264: AssertionError</failure></testcase><testcase classname="experiments.exp3_invariants.test_invariants" name="test_I1_every_natural_rollback_restores_fast_state" time="23.673" /><testcase classname="experiments.exp3_invariants.test_invariants" name="test_I2_committed_update_never_exceeds_budget" time="28.613" /><testcase classname="experiments.exp3_invariants.test_invariants" name="test_I3_nonfinite_state_never_committed" time="24.110" /><testcase classname="experiments.exp3_invariants.test_invariants" name="test_I4_frozen_and_readonly_never_change_fast_weights" time="35.390" /><testcase classname="experiments.exp3_invariants.test_invariants" name="test_I4_backend_freeze_is_bit_exact" time="1.949" /><testcase classname="experiments.exp3_invariants.test_invariants" name="test_I5_scale_and_project_stay_within_bounds" time="39.793"><failure message="AssertionError: tx1 requested=scale applied=scale reasons=['forced_scale'] accepted=0.0247147 &gt; proposal=0.00621358&#10;assert 0.02471473698321264 &lt;= ((0.0062135825774262896 * (1 + 1e-05)) + 1e-12)&#10;Failing test case: test_I5_scale_and_project_stay_within_bounds(&#10;    rule='delta',&#10;    kind='scale',&#10;    scale=0.5,&#10;    budget_chunk=None,&#10;    budget_session=None,&#10;    prefix=[[0, 0, 0, 0, 0, 0, 0, 0]],&#10;    chunks=[[0]],&#10;)&#10;&#10;You can reproduce this test case by temporarily adding @reproduce_failure('6.168.5', b'AXicc2RwZNCwf8AABo5AyOjI4cjoyACkGUFcBgBLYwPe') as a decorator on your test function">@SETTINGS
+&gt;   @given(rule=st.sampled_from(["delta", "chunk"]), kind=st.sampled_from(["scale", "project"]),
+                   ^^^
+           scale=st.floats(1e-3, 1.0), budget_chunk=st.one_of(st.none(), st.floats(1e-4, 2.0)),
+           budget_session=st.one_of(st.none(), st.floats(1e-3, 5.0)),
+           prefix=st.lists(token_chunk(1, 16), max_size=2), chunks=st.lists(token_chunk(1, 16), min_size=1, max_size=4))
+
+experiments/exp3_invariants/test_invariants.py:386: 
+_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 
+
+rule = 'delta', kind = 'scale', scale = 0.5, budget_chunk = None
+budget_session = None, prefix = [[0, 0, 0, 0, 0, 0, ...]], chunks = [[0]]
+
+    @SETTINGS
+    @given(rule=st.sampled_from(["delta", "chunk"]), kind=st.sampled_from(["scale", "project"]),
+           scale=st.floats(1e-3, 1.0), budget_chunk=st.one_of(st.none(), st.floats(1e-4, 2.0)),
+           budget_session=st.one_of(st.none(), st.floats(1e-3, 5.0)),
+           prefix=st.lists(token_chunk(1, 16), max_size=2), chunks=st.lists(token_chunk(1, 16), min_size=1, max_size=4))
+    def test_I5_scale_and_project_stay_within_bounds(rule, kind, scale, budget_chunk, budget_session, prefix, chunks):
+        cfg, lm = tiny(rule)
+        hc = HarnessConfig(budget_chunk=budget_chunk, budget_session=budget_session, project_max_removed=1.0,
+                           canary_delta_max=1e9, poison_delta_min=-1e9)
+        r = AuditRunner(lm, cfg, hc, suite=tiny_suite(), device=CPU)
+        for p in prefix:
+            r.feed_tokens(p)
+        n0 = len(r.audit)
+        with forced(kind, scale):
+            for c in chunks:
+                r.feed_tokens(c)
+            r.flush()
+        for a in r.audit[n0:]:
+            applied = a["rec"]["decision"]["kind"]
+            acc = s_norm(a["post"], a["pre"])
+            proposal = a["rec"]["signals"]["delta_norm"]
+            if a["cap"] is not None:
+                assert acc &lt;= a["cap"] * (1 + TOL) + 1e-12, f"{describe(a)} accepted={acc:.6g} cap={a['cap']:.6g}"
+            if applied in ("scale", "project"):
+                # both actions are documented as shrinking the proposed update
+&gt;               assert acc &lt;= proposal * (1 + 1e-5) + 1e-12, f"{describe(a)} accepted={acc:.6g} &gt; proposal={proposal:.6g}"
+E               AssertionError: tx1 requested=scale applied=scale reasons=['forced_scale'] accepted=0.0247147 &gt; proposal=0.00621358
+E               assert 0.02471473698321264 &lt;= ((0.0062135825774262896 * (1 + 1e-05)) + 1e-12)
+E               Failing test case: test_I5_scale_and_project_stay_within_bounds(
+E                   rule='delta',
+E                   kind='scale',
+E                   scale=0.5,
+E                   budget_chunk=None,
+E                   budget_session=None,
+E                   prefix=[[0, 0, 0, 0, 0, 0, 0, 0]],
+E                   chunks=[[0]],
+E               )
+E               
+E               You can reproduce this test case by temporarily adding @reproduce_failure('6.168.5', b'AXicc2RwZNCwf8AABo5AyOjI4cjoyACkGUFcBgBLYwPe') as a decorator on your test function
+
+experiments/exp3_invariants/test_invariants.py:410: AssertionError</failure></testcase><testcase classname="experiments.exp3_invariants.test_invariants" name="test_I5_project_delta_is_a_contraction_onto_the_half_space" time="0.284" /><testcase classname="experiments.exp3_invariants.test_invariants" name="test_N1_rollback_does_not_restore_activations_DOCUMENTED_LIMITATION" time="13.869" /><testcase classname="experiments.exp3_invariants.test_invariants" name="test_N1_xfail_claim_rollback_equals_never_seen" time="61.425"><skipped type="pytest.xfail" message="documented limitation: rollback restores memory, not activation/SSM state" /></testcase><testcase classname="experiments.exp3_invariants.test_invariants" name="test_N2_rollback_plus_activation_restore_equals_never_seen" time="18.574" /><testcase classname="experiments.exp3_invariants.test_invariants" name="test_real_I1_N1_N2" time="18.733" /></testsuite></testsuites>
\ No newline at end of file
diff --git a/experiments/results/exp3/scale_real.json b/experiments/results/exp3/scale_real.json
new file mode 100644
index 0000000000000000000000000000000000000000..d337c4e2b5ec165b9e041115d73ddb0c840b6a19
--- /dev/null
+++ b/experiments/results/exp3/scale_real.json
@@ -0,0 +1,770 @@
+[
+ {
+  "scale": 0.25,
+  "session": 0,
+  "chunk": 0,
+  "applied": "scale",
+  "proposal": 13.942368687169841,
+  "accepted": 6.141319014716962
+ },
+ {
+  "scale": 0.25,
+  "session": 0,
+  "chunk": 1,
+  "applied": "scale",
+  "proposal": 10.696269913559405,
+  "accepted": 3.448442408938305
+ },
+ {
+  "scale": 0.25,
+  "session": 0,
+  "chunk": 2,
+  "applied": "scale",
+  "proposal": 8.955885028520301,
+  "accepted": 3.18857682665569
+ },
+ {
+  "scale": 0.25,
+  "session": 0,
+  "chunk": 3,
+  "applied": "scale",
+  "proposal": 8.827687189657164,
+  "accepted": 2.741523200242612
+ },
+ {
+  "scale": 0.25,
+  "session": 0,
+  "chunk": 4,
+  "applied": "scale",
+  "proposal": 13.803280739762661,
+  "accepted": 6.424300967566133
+ },
+ {
+  "scale": 0.25,
+  "session": 0,
+  "chunk": 5,
+  "applied": "scale",
+  "proposal": 10.755580075083696,
+  "accepted": 4.833624304611792
+ },
+ {
+  "scale": 0.25,
+  "session": 0,
+  "chunk": 6,
+  "applied": "scale",
+  "proposal": 11.677812765942452,
+  "accepted": 5.565537624776758
+ },
+ {
+  "scale": 0.25,
+  "session": 0,
+  "chunk": 7,
+  "applied": "scale",
+  "proposal": 13.644359223138025,
+  "accepted": 7.122078619422729
+ },
+ {
+  "scale": 0.25,
+  "session": 1,
+  "chunk": 0,
+  "applied": "scale",
+  "proposal": 15.92539901667367,
+  "accepted": 6.920817424789533
+ },
+ {
+  "scale": 0.25,
+  "session": 1,
+  "chunk": 1,
+  "applied": "scale",
+  "proposal": 12.097102584932614,
+  "accepted": 4.52669147117288
+ },
+ {
+  "scale": 0.25,
+  "session": 1,
+  "chunk": 2,
+  "applied": "scale",
+  "proposal": 9.814010945165617,
+  "accepted": 3.488843913133952
+ },
+ {
+  "scale": 0.25,
+  "session": 1,
+  "chunk": 3,
+  "applied": "scale",
+  "proposal": 9.54286123203314,
+  "accepted": 3.1895787936135536
+ },
+ {
+  "scale": 0.25,
+  "session": 1,
+  "chunk": 4,
+  "applied": "scale",
+  "proposal": 9.482654641776344,
+  "accepted": 3.252502826347692
+ },
+ {
+  "scale": 0.25,
+  "session": 1,
+  "chunk": 5,
+  "applied": "scale",
+  "proposal": 9.92776602337793,
+  "accepted": 3.3356623962020646
+ },
+ {
+  "scale": 0.25,
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diff --git a/experiments/results/exp3/summary.json b/experiments/results/exp3/summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..f8df6463e56ee7c4e96fd6d50143915e8ce4f310
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+    "k": 94,
+    "n": 740,
+    "acc": 0.12702702702702703,
+    "wilson95": [
+     0.10494467377322553,
+     0.1529618482604978
+    ],
+    "per_seed": [
+     0.12702702702702703
+    ],
+    "seed_sd": 0.0
+   },
+   "no_adapt": {
+    "k": 76,
+    "n": 740,
+    "acc": 0.10270270270270271,
+    "wilson95": [
+     0.08284228996164994,
+     0.1266668313351423
+    ],
+    "per_seed": [
+     0.10270270270270271
+    ],
+    "seed_sd": 0.0
+   },
+   "null_fw_reset": {
+    "k": 130,
+    "n": 740,
+    "acc": 0.17567567567567569,
+    "wilson95": [
+     0.1499517210405859,
+     0.20474960246699964
+    ],
+    "per_seed": [
+     0.17567567567567569
+    ],
+    "seed_sd": 0.0
+   }
+  },
+  "Z7/depth1": {
+   "n_items": 500,
+   "chance": 0.14285714285714285,
+   "fw_reset": {
+    "k": 260,
+    "n": 500,
+    "acc": 0.52,
+    "wilson95": [
+     0.47622265187905793,
+     0.563472363379706
+    ],
+    "per_seed": [
+     0.52
+    ],
+    "seed_sd": 0.0
+   },
+   "continuous": {
+    "k": 261,
+    "n": 500,
+    "acc": 0.522,
+    "wilson95": [
+     0.4782146879120214,
+     0.565449828872619
+    ],
+    "per_seed": [
+     0.522
+    ],
+    "seed_sd": 0.0
+   },
+   "no_adapt": {
+    "k": 13,
+    "n": 500,
+    "acc": 0.026,
+    "wilson95": [
+     0.0152562373229252,
+     0.04397190104437119
+    ],
+    "per_seed": [
+     0.026
+    ],
+    "seed_sd": 0.0
+   },
+   "null_fw_reset": {
+    "k": 86,
+    "n": 500,
+    "acc": 0.172,
+    "wilson95": [
+     0.1414536049779883,
+     0.20754814477828426
+    ],
+    "per_seed": [
+     0.172
+    ],
+    "seed_sd": 0.0
+   }
+  },
+  "Z7/depth_ge2": {
+   "n_items": 2500,
+   "chance": 0.14285714285714285,
+   "fw_reset": {
+    "k": 313,
+    "n": 2500,
+    "acc": 0.1252,
+    "wilson95": [
+     0.1127991908477225,
+     0.13875090720959865
+    ],
+    "per_seed": [
+     0.1252
+    ],
+    "seed_sd": 0.0
+   },
+   "continuous": {
+    "k": 304,
+    "n": 2500,
+    "acc": 0.1216,
+    "wilson95": [
+     0.10936577470173703,
+     0.1349953701885787
+    ],
+    "per_seed": [
+     0.1216
+    ],
+    "seed_sd": 0.0
+   },
+   "no_adapt": {
+    "k": 264,
+    "n": 2500,
+    "acc": 0.1056,
+    "wilson95": [
+     0.09415202784575338,
+     0.11825821408009368
+    ],
+    "per_seed": [
+     0.1056
+    ],
+    "seed_sd": 0.0
+   },
+   "null_fw_reset": {
+    "k": 340,
+    "n": 2500,
+    "acc": 0.136,
+    "wilson95": [
+     0.1231198697359012,
+     0.14999708782243634
+    ],
+    "per_seed": [
+     0.136
+    ],
+    "seed_sd": 0.0
+   }
+  },
+  "Z8/depth1": {
+   "n_items": 250,
+   "chance": 0.125,
+   "fw_reset": {
+    "k": 120,
+    "n": 250,
+    "acc": 0.48,
+    "wilson95": [
+     0.4188413078841016,
+     0.5417640460058832
+    ],
+    "per_seed": [
+     0.48
+    ],
+    "seed_sd": 0.0
+   },
+   "continuous": {
+    "k": 120,
+    "n": 250,
+    "acc": 0.48,
+    "wilson95": [
+     0.4188413078841016,
+     0.5417640460058832
+    ],
+    "per_seed": [
+     0.48
+    ],
+    "seed_sd": 0.0
+   },
+   "no_adapt": {
+    "k": 5,
+    "n": 250,
+    "acc": 0.02,
+    "wilson95": [
+     0.008572197944651562,
+     0.045956295414986886
+    ],
+    "per_seed": [
+     0.02
+    ],
+    "seed_sd": 0.0
+   },
+   "null_fw_reset": {
+    "k": 45,
+    "n": 250,
+    "acc": 0.18,
+    "wilson95": [
+     0.1373327388520246,
+     0.23235292338773436
+    ],
+    "per_seed": [
+     0.18
+    ],
+    "seed_sd": 0.0
+   }
+  },
+  "Z8/depth_ge2": {
+   "n_items": 1250,
+   "chance": 0.125,
+   "fw_reset": {
+    "k": 120,
+    "n": 1250,
+    "acc": 0.096,
+    "wilson95": [
+     0.08088462043242335,
+     0.11359098158939505
+    ],
+    "per_seed": [
+     0.096
+    ],
+    "seed_sd": 0.0
+   },
+   "continuous": {
+    "k": 121,
+    "n": 1250,
+    "acc": 0.0968,
+    "wilson95": [
+     0.08162197202678478,
+     0.1144487278128122
+    ],
+    "per_seed": [
+     0.0968
+    ],
+    "seed_sd": 0.0
+   },
+   "no_adapt": {
+    "k": 121,
+    "n": 1250,
+    "acc": 0.0968,
+    "wilson95": [
+     0.08162197202678478,
+     0.1144487278128122
+    ],
+    "per_seed": [
+     0.0968
+    ],
+    "seed_sd": 0.0
+   },
+   "null_fw_reset": {
+    "k": 166,
+    "n": 1250,
+    "acc": 0.1328,
+    "wilson95": [
+     0.11510715905671419,
+     0.1527429425829188
+    ],
+    "per_seed": [
+     0.1328
+    ],
+    "seed_sd": 0.0
+   }
+  }
+ },
+ "paired": {
+  "fw_reset_minus_null_fw_reset_depth_ge2": {
+   "diff": -0.0218,
+   "ci95": [
+    -0.0305,
+    -0.013
+   ],
+   "clusters": 2000
+  },
+  "fw_reset_minus_no_adapt_depth_ge2": {
+   "diff": 0.0306,
+   "ci95": [
+    0.0216,
+    0.0398
+   ],
+   "clusters": 2000
+  },
+  "continuous_minus_fw_reset_depth_ge2": {
+   "diff": -0.0007,
+   "ci95": [
+    -0.0033,
+    0.0018
+   ],
+   "clusters": 2000
+  },
+  "fw_reset_minus_one_hop_depth_ge2": {
+   "diff": 0.0047,
+   "ci95": [
+    -0.0021,
+    0.0121
+   ],
+   "clusters": 2000
+  }
+ }
+}
\ No newline at end of file
diff --git a/experiments/results/exp4/curr/summary.md b/experiments/results/exp4/curr/summary.md
new file mode 100644
index 0000000000000000000000000000000000000000..7858081757e7c0bfbf6f92a1f14ad31532dd6540
--- /dev/null
+++ b/experiments/results/exp4/curr/summary.md
@@ -0,0 +1,126 @@
+# Exp 4 summary (seeds [0]; 12000 first-answer items per seed per arm)
+
+## all (n = 12000 pooled; chance 0.160)
+
+| method | acc | Wilson 95% | per seed |
+|---|---|---|---|
+| fast weights only (lessons -> S, activations reset) | 0.198 | [0.191, 0.205] | 0.198 |
+| in-context (S + activations carried) | 0.198 | [0.191, 0.205] | 0.198 |
+| lessons in context, fast-weight writes frozen (beta=0) | 0.088 | [0.083, 0.093] | 0.088 |
+| no adaptation (S = W0 = 0, no lessons) | 0.092 | [0.087, 0.097] | 0.092 |
+| content null, fast weights only | 0.164 | [0.158, 0.171] | 0.164 |
+| content null, in-context | 0.166 | [0.159, 0.172] | 0.166 |
+| oracle composer (lookup + compose) | 1.000 | [1.000, 1.000] | 1.000 |
+| lookup without composition (x*w1) | 0.276 | [0.268, 0.284] | 0.276 |
+| lookup with the WRONG first generator (x*other) | 0.118 | [0.113, 0.124] | 0.118 |
+| copy the start element | 0.149 | [0.143, 0.156] | 0.149 |
+| copy the last lesson answer (template copier) | 0.156 | [0.150, 0.163] | 0.156 |
+| content null, fast weights only: agrees with the null lessons' answer | 0.197 | [0.189, 0.204] | |
+| content null, in-context: agrees with the null lessons' answer | 0.196 | [0.189, 0.203] | |
+
+## depth1_recall (n = 2000 pooled; chance 0.160)
+
+| method | acc | Wilson 95% | per seed |
+|---|---|---|---|
+| fast weights only (lessons -> S, activations reset) | 0.507 | [0.486, 0.529] | 0.507 |
+| in-context (S + activations carried) | 0.512 | [0.490, 0.534] | 0.512 |
+| lessons in context, fast-weight writes frozen (beta=0) | 0.026 | [0.020, 0.034] | 0.026 |
+| no adaptation (S = W0 = 0, no lessons) | 0.024 | [0.018, 0.031] | 0.024 |
+| content null, fast weights only | 0.198 | [0.181, 0.216] | 0.198 |
+| content null, in-context | 0.205 | [0.188, 0.223] | 0.205 |
+| oracle composer (lookup + compose) | 1.000 | [0.998, 1.000] | 1.000 |
+| lookup without composition (x*w1) | 1.000 | [0.998, 1.000] | 1.000 |
+| lookup with the WRONG first generator (x*other) | 0.000 | [0.000, 0.002] | 0.000 |
+| copy the start element | 0.000 | [0.000, 0.002] | 0.000 |
+| copy the last lesson answer (template copier) | 0.163 | [0.147, 0.179] | 0.163 |
+| content null, fast weights only: agrees with the null lessons' answer | 0.499 | [0.477, 0.521] | |
+| content null, in-context: agrees with the null lessons' answer | 0.499 | [0.477, 0.521] | |
+
+## composition_depth_ge2 (n = 10000 pooled; chance 0.160)
+
+| method | acc | Wilson 95% | per seed |
+|---|---|---|---|
+| fast weights only (lessons -> S, activations reset) | 0.136 | [0.129, 0.143] | 0.136 |
+| in-context (S + activations carried) | 0.135 | [0.129, 0.142] | 0.135 |
+| lessons in context, fast-weight writes frozen (beta=0) | 0.101 | [0.095, 0.107] | 0.101 |
+| no adaptation (S = W0 = 0, no lessons) | 0.105 | [0.100, 0.112] | 0.105 |
+| content null, fast weights only | 0.158 | [0.151, 0.165] | 0.158 |
+| content null, in-context | 0.158 | [0.151, 0.165] | 0.158 |
+| oracle composer (lookup + compose) | 1.000 | [1.000, 1.000] | 1.000 |
+| lookup without composition (x*w1) | 0.131 | [0.125, 0.138] | 0.131 |
+| lookup with the WRONG first generator (x*other) | 0.142 | [0.135, 0.149] | 0.142 |
+| copy the start element | 0.179 | [0.172, 0.187] | 0.179 |
+| copy the last lesson answer (template copier) | 0.155 | [0.148, 0.162] | 0.155 |
+| content null, fast weights only: agrees with the null lessons' answer | 0.136 | [0.129, 0.143] | |
+| content null, in-context: agrees with the null lessons' answer | 0.135 | [0.128, 0.142] | |
+
+## composition_nontrivial (n = 5821 pooled; chance 0.158)
+
+| method | acc | Wilson 95% | per seed |
+|---|---|---|---|
+| fast weights only (lessons -> S, activations reset) | 0.103 | [0.095, 0.111] | 0.103 |
+| in-context (S + activations carried) | 0.102 | [0.094, 0.110] | 0.102 |
+| lessons in context, fast-weight writes frozen (beta=0) | 0.022 | [0.019, 0.026] | 0.022 |
+| no adaptation (S = W0 = 0, no lessons) | 0.023 | [0.020, 0.028] | 0.023 |
+| content null, fast weights only | 0.188 | [0.179, 0.199] | 0.188 |
+| content null, in-context | 0.189 | [0.179, 0.199] | 0.189 |
+| oracle composer (lookup + compose) | 1.000 | [0.999, 1.000] | 1.000 |
+| lookup without composition (x*w1) | 0.000 | [0.000, 0.001] | 0.000 |
+| lookup with the WRONG first generator (x*other) | 0.203 | [0.193, 0.214] | 0.203 |
+| copy the start element | 0.000 | [0.000, 0.001] | 0.000 |
+| copy the last lesson answer (template copier) | 0.000 | [0.000, 0.001] | 0.000 |
+| content null, fast weights only: agrees with the null lessons' answer | 0.105 | [0.098, 0.114] | |
+| content null, in-context: agrees with the null lessons' answer | 0.104 | [0.097, 0.113] | |
+
+## composition_null_discriminating (n = 6290 pooled; chance 0.157)
+
+| method | acc | Wilson 95% | per seed |
+|---|---|---|---|
+| fast weights only (lessons -> S, activations reset) | 0.163 | [0.154, 0.172] | 0.163 |
+| in-context (S + activations carried) | 0.162 | [0.153, 0.171] | 0.162 |
+| lessons in context, fast-weight writes frozen (beta=0) | 0.023 | [0.019, 0.027] | 0.023 |
+| no adaptation (S = W0 = 0, no lessons) | 0.023 | [0.019, 0.027] | 0.023 |
+| content null, fast weights only | 0.197 | [0.188, 0.207] | 0.197 |
+| content null, in-context | 0.197 | [0.188, 0.207] | 0.197 |
+| oracle composer (lookup + compose) | 1.000 | [0.999, 1.000] | 1.000 |
+| lookup without composition (x*w1) | 0.160 | [0.151, 0.169] | 0.160 |
+| lookup with the WRONG first generator (x*other) | 0.169 | [0.160, 0.178] | 0.169 |
+| copy the start element | 0.000 | [0.000, 0.001] | 0.000 |
+| copy the last lesson answer (template copier) | 0.152 | [0.143, 0.161] | 0.152 |
+| content null, fast weights only: agrees with the null lessons' answer | 0.163 | [0.154, 0.172] | |
+| content null, in-context: agrees with the null lessons' answer | 0.161 | [0.152, 0.171] | |
+
+## By depth (pooled over seeds; acc [Wilson 95%])
+
+| depth | n | chance | fw_reset | continuous | ssm_only | no_adapt | null_fw_reset | null_continuous | oracle | one_hop | other_gen | copy_start | last_line |
+|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
+| 1 | 2000 | 0.160 | 0.507 [0.486,0.529] | 0.512 [0.490,0.534] | 0.026 [0.020,0.034] | 0.024 [0.018,0.031] | 0.198 [0.181,0.216] | 0.205 [0.188,0.223] | 1.000 [0.998,1.000] | 1.000 [0.998,1.000] | 0.000 [0.000,0.002] | 0.000 [0.000,0.002] | 0.163 [0.147,0.179] |
+| 2 | 2000 | 0.160 | 0.046 [0.038,0.056] | 0.050 [0.041,0.060] | 0.096 [0.084,0.110] | 0.103 [0.091,0.118] | 0.163 [0.147,0.179] | 0.161 [0.145,0.177] | 1.000 [0.998,1.000] | 0.000 [0.000,0.002] | 0.085 [0.074,0.098] | 0.171 [0.155,0.188] | 0.158 [0.142,0.174] |
+| 3 | 2000 | 0.160 | 0.173 [0.158,0.191] | 0.172 [0.156,0.189] | 0.096 [0.083,0.109] | 0.101 [0.089,0.115] | 0.159 [0.144,0.176] | 0.158 [0.143,0.175] | 1.000 [0.998,1.000] | 0.181 [0.165,0.198] | 0.173 [0.158,0.191] | 0.151 [0.136,0.167] | 0.152 [0.137,0.168] |
+| 4 | 2000 | 0.160 | 0.130 [0.116,0.145] | 0.129 [0.115,0.144] | 0.144 [0.129,0.160] | 0.148 [0.133,0.164] | 0.138 [0.124,0.154] | 0.139 [0.125,0.155] | 1.000 [0.998,1.000] | 0.141 [0.127,0.157] | 0.132 [0.117,0.147] | 0.257 [0.238,0.276] | 0.156 [0.141,0.173] |
+| 5 | 2000 | 0.160 | 0.229 [0.211,0.248] | 0.224 [0.206,0.242] | 0.054 [0.045,0.065] | 0.057 [0.047,0.067] | 0.186 [0.170,0.204] | 0.190 [0.173,0.208] | 1.000 [0.998,1.000] | 0.246 [0.228,0.266] | 0.205 [0.188,0.224] | 0.084 [0.072,0.096] | 0.157 [0.142,0.174] |
+| 6 | 2000 | 0.160 | 0.102 [0.089,0.116] | 0.103 [0.091,0.118] | 0.113 [0.100,0.128] | 0.118 [0.105,0.133] | 0.143 [0.128,0.159] | 0.141 [0.126,0.156] | 1.000 [0.998,1.000] | 0.087 [0.076,0.101] | 0.115 [0.101,0.129] | 0.234 [0.215,0.253] | 0.151 [0.136,0.168] |
+
+## By group (fast weights only / in-context / no adaptation / content null)
+
+| group/depth | n | chance | fw_reset | continuous | no_adapt | null_fw_reset |
+|---|---|---|---|---|---|---|
+| D4/depth1 | 300 | 0.125 | 0.547 | 0.547 | 0.027 | 0.137 |
+| D4/depth_ge2 | 1500 | 0.125 | 0.127 | 0.125 | 0.101 | 0.129 |
+| S3/depth1 | 152 | 0.167 | 0.520 | 0.526 | 0.013 | 0.178 |
+| S3/depth_ge2 | 760 | 0.167 | 0.147 | 0.145 | 0.114 | 0.151 |
+| Z5/depth1 | 650 | 0.200 | 0.485 | 0.492 | 0.018 | 0.260 |
+| Z5/depth_ge2 | 3250 | 0.200 | 0.164 | 0.165 | 0.109 | 0.195 |
+| Z6/depth1 | 148 | 0.167 | 0.520 | 0.534 | 0.047 | 0.182 |
+| Z6/depth_ge2 | 740 | 0.167 | 0.123 | 0.127 | 0.103 | 0.176 |
+| Z7/depth1 | 500 | 0.143 | 0.520 | 0.522 | 0.026 | 0.172 |
+| Z7/depth_ge2 | 2500 | 0.143 | 0.125 | 0.122 | 0.106 | 0.136 |
+| Z8/depth1 | 250 | 0.125 | 0.480 | 0.480 | 0.020 | 0.180 |
+| Z8/depth_ge2 | 1250 | 0.125 | 0.096 | 0.097 | 0.097 | 0.133 |
+
+## Paired differences on composition items (depth >= 2), episode-cluster bootstrap 95% CI
+
+- fw_reset_minus_null_fw_reset_depth_ge2: -0.022 [-0.030, -0.013] (2000 clusters)
+- fw_reset_minus_no_adapt_depth_ge2: +0.031 [+0.022, +0.040] (2000 clusters)
+- continuous_minus_fw_reset_depth_ge2: -0.001 [-0.003, +0.002] (2000 clusters)
+- fw_reset_minus_one_hop_depth_ge2: +0.005 [-0.002, +0.012] (2000 clusters)
diff --git a/experiments/results/exp4/curr/summary_by_depth.csv b/experiments/results/exp4/curr/summary_by_depth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d30a4ed3c2c8ef824613a1cffaca52e721751534
--- /dev/null
+++ b/experiments/results/exp4/curr/summary_by_depth.csv
@@ -0,0 +1,67 @@
+depth,method,k,n,acc,wilson_lo,wilson_hi,seed0,seed1,seed2,seed_sd,chance
+1,fw_reset,1015,2000,0.5075,0.4856,0.5294,0.5075,0.0000,0.1601
+1,continuous,1024,2000,0.5120,0.4901,0.5339,0.5120,0.0000,0.1601
+1,ssm_only,53,2000,0.0265,0.0203,0.0345,0.0265,0.0000,0.1601
+1,no_adapt,47,2000,0.0235,0.0177,0.0311,0.0235,0.0000,0.1601
+1,null_fw_reset,395,2000,0.1975,0.1806,0.2155,0.1975,0.0000,0.1601
+1,null_continuous,410,2000,0.2050,0.1879,0.2233,0.2050,0.0000,0.1601
+1,oracle,2000,2000,1.0000,0.9981,1.0000,1.0000,0.0000,0.1601
+1,one_hop,2000,2000,1.0000,0.9981,1.0000,1.0000,0.0000,0.1601
+1,other_gen,0,2000,0.0000,0.0000,0.0019,0.0000,0.0000,0.1601
+1,copy_start,0,2000,0.0000,0.0000,0.0019,0.0000,0.0000,0.1601
+1,last_line,325,2000,0.1625,0.1470,0.1793,0.1625,0.0000,0.1601
+2,fw_reset,92,2000,0.0460,0.0377,0.0561,0.0460,0.0000,0.1601
+2,continuous,99,2000,0.0495,0.0408,0.0599,0.0495,0.0000,0.1601
+2,ssm_only,192,2000,0.0960,0.0839,0.1097,0.0960,0.0000,0.1601
+2,no_adapt,207,2000,0.1035,0.0909,0.1176,0.1035,0.0000,0.1601
+2,null_fw_reset,325,2000,0.1625,0.1470,0.1793,0.1625,0.0000,0.1601
+2,null_continuous,321,2000,0.1605,0.1451,0.1772,0.1605,0.0000,0.1601
+2,oracle,2000,2000,1.0000,0.9981,1.0000,1.0000,0.0000,0.1601
+2,one_hop,0,2000,0.0000,0.0000,0.0019,0.0000,0.0000,0.1601
+2,other_gen,170,2000,0.0850,0.0736,0.0980,0.0850,0.0000,0.1601
+2,copy_start,341,2000,0.1705,0.1547,0.1876,0.1705,0.0000,0.1601
+2,last_line,315,2000,0.1575,0.1422,0.1741,0.1575,0.0000,0.1601
+3,fw_reset,347,2000,0.1735,0.1575,0.1907,0.1735,0.0000,0.1601
+3,continuous,343,2000,0.1715,0.1556,0.1886,0.1715,0.0000,0.1601
+3,ssm_only,191,2000,0.0955,0.0834,0.1092,0.0955,0.0000,0.1601
+3,no_adapt,202,2000,0.1010,0.0885,0.1150,0.1010,0.0000,0.1601
+3,null_fw_reset,318,2000,0.1590,0.1436,0.1757,0.1590,0.0000,0.1601
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new file mode 100644
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--- /dev/null
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+ }
+}
\ No newline at end of file
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